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    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    Jeff’s video lays out four clever ChatGPT hacks—Prompt Reversal, the 5-Minute Amplifier, the Red Team technique and Blueprint Scaffolding—to help you reverse-engineer winning prompts, spin one idea into all sorts of formats, have AI critique its own work and force it to show its reasoning before it delivers. With real, copy-and-paste examples you can use in any role or industry, these tricks have already slashed his AI workflow in half—so you’ll get solid results on the first try instead of wasting hours chasing better outputs. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    CinemaSins just dropped a new “Everything Wrong With” video skewering Thunderbolts in under 20 minutes—counting every plot hole, cheesy moment, and head-scratcher. Of course, between the snark and sin tally, they admit the movie might actually be kinda great (just don’t tell them we said that). Want more? Head over to cinemasins.com for all their channels and videos, follow @Official_CinemaSins on social, hop into the Discord or Reddit, fill out their sin-tastic poll, and if you’re feeling generous, support the team on Patreon. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators (2010) is a welcome reboot that ditches the glossy urban carnage of its predecessors and the limp 1990 sequel, plopping a ragtag squad of misfits into a mud-caked jungle showdown. It’s the franchise’s spiky return to form, complete with slick new twists that actually feel earned. In this Caravan of Garbage review, Mr Sunday Movies praises the film’s gritty vibes and clever tweaks—lamenting only that this crowd-pleaser never got the sequel it richly deserved. Watch on YouTube  ( 6 min )
    Building Node.js CLI Tool.
    Recently, while revising Node.js, I came across the project section Node.js roadmap on roadmap.sh(https://roadmap.sh). The first project challenge there is to create a CLI (Command-Line Interface) tool using Node.js. So,I decided to build one to refresh my basics. This post explains how CLI tools actually work under the hood and how to build one yourself from scratch. Before creating any CLI, we must understand how operating systems execute scripts. Normally, when you run a Node.js file like this: node index.js it’s Node.js that runs the file — not your operating system. The OS doesn’t automatically know how to execute JavaScript — it just knows how to run: Compiled binaries (bash, python, node, etc.) Or scripts that explicitly tell it which program should interpret them. If you want y…  ( 7 min )
    💡 How to Design Better Architecture
    Introduction Are you about to design a new project and wondering what architecture to choose? If your colleagues tell you that they watched a course on how to design microservices, everything will be under control - don't believe them. Microservices because they're cool and trendy? Think twice, while they promise scalability and independence, microservices can quickly devolve into a distributed mess of tangled dependencies, network latencies, and operational headaches, making every change debugging nightmare. Monoliths because they're more practical and straightforward? Possibly, but monoliths tend to turn into unmaintainable mess as the codebase grows, especially when multiple domains are mixed together, blurring boundaries, making every change a risky adventure across tightly coupled sys…  ( 8 min )
    Guide To Leverage The Built-in Barcode Scanners on Android PDAs with Flutter
    Ever wonder how you can leverage those built-in barcode scanner or sometimes it is called as PDA handheld scanners that runs on Android operating system in your Flutter app? You are in luck! This guide introduce you the flutter_pda_scanner_v2 package which is designed to help you to integrate into your Flutter app and operate the barcode scanner. Before we dive right in, I have to first clarify that the package is originally fork or reference it from flutter_pda_scanner and pda_scanner. Due to the lack of update and response from the predecessor, therefore I choose to separate out the repository to include certain new enhancement such as supporting Android V2 Embedding and also include a wider range of compatibility with the latest Android PDA device models. There are also other viable alt…  ( 7 min )
    OpenMicrofrontends Specification Released
    The OpenMicrofrontends project aims to provide a formal specification for Microfrontends provided by a server. Think of it as OpenAPI for Microfrontends. The project just released version 1.0.0 of the specification and a generator to create type-safe integration code on the Microfrontend- and the Host Application-side. Example Description: $schema: https://open-microfrontends.org/schemas/1-0-0.json openMicrofrontends: 1.0.0 servers: - url: 'http://localhost:7890' description: Local Test Server microfrontends: - name: My First Microfrontend assets: basePath: /public js: moduleSystem: ESM initial: - Microfrontend.js rendererFunctionName: startMyFirstMicrofrontend config: schema: type: object properties: welcomeMessage: type: string required: ["welcomeMessage"] default: welcomeMessage: Hello World! messages: ping: publish: true subscribe: true schema: type: object properties: ping: const: true required: ["ping"] Find out more on the project homepage.  ( 6 min )
    OutcomeOps: The Operating Model for Engineers Who Own the Outcome
    We’ve hit a wall in the software industry—and most people are too deep in Jira tickets or conference slides to realize it. DevOps is dead. Not because the ideas were wrong, but because the implementation lost the plot. It was supposed to be about breaking down silos, accelerating delivery, and aligning engineering with outcomes. Instead, it got hijacked by process theater and rebranded operations teams. Today? “DevOps” means YAML jockeys babysitting pipelines, managing Terraform drift, and debating whether Snyk or Prisma is more “shift-left.” We turned a movement into a tooling checklist. And then there’s “vibe coding”—the aesthetic obsession with dark-mode VSCode, AI copilots, and working from a van in Patagonia. It’s cool for Twitter. It looks good in Reels. But it doesn’t ship. It doesn…  ( 7 min )
    How to Think About Games: Godot
    Welcome to “How to Think About Games”. This series of articles will explore the design philosophy behind different game engines. Each article’s goal is to give you an idea of where the head of a developer using the engine should be at. This won’t necessarily tell you how to use it, but each article intended to help you find if the game engine's philosophy makes sense to you, quickly helping someone who's already a developer decide if the structure is useful to them. This should help you decide what engine to use without bias, as comparison to other engines will be avoided as much as possible. This is just about how to think about games. Godot is the topic of this article. Godot is an open-source game engine. A recent contender and popular choice. It’s free, and known for being particularly…  ( 8 min )
    Mastering Python Strings: A Deep Dive for Senior Developers
    Of all the data types you’ll encounter in your programming journey, few are as fundamental and ubiquitous as the string. From processing user input to generating AI-powered reports, text is the connective tissue of modern software. Yet, many developers, even experienced ones, only skim the surface of what Python’s strings can do. They might know how to concatenate and print, but they often miss the rich, nuanced toolkit that can elevate their code from functional to exceptional. Have you ever found yourself wrestling with cumbersome + signs to build a simple log message? Or written a convoluted function to parse a line of text when a single method call would have sufficed? You’re not alone. The path to string mastery is paved with these common hurdles. But moving beyond them is what separa…  ( 13 min )
    Playwright MCP AI Agent Comparison: Performance, Cost and Integration Guide
    Playwright MCP AI Agent — Final Comparison Report 📊 Performance Comparison AI Agent Simple Tests Complex Tests Error Handling VS Code Integration GitHub Copilot 90% 80% 75% 10/10 Claude AI 95% 90% 90% 8.5/10 GPT-5 / Codex 93% 87% 82% 7.5/10 🏆 Performance Winner: Claude AI 🏆 Integration Winner: GitHub Copilot Cost Comparison (Updated 2025) AI Agent Individual Cost Team (10 Users) Cost Model GitHub Copilot ~$10/month ~$100–190/month Flat Subscription Claude AI ~$20/month ~$200+/month Subscription + Usage Tier GPT-5 / Codex Usage-based (varies by tokens) Usage-based Pay-Per-Use 🏆 Cost Winner: GitHub Copilot Security Comparison AI Agent Data Privacy Enterprise Security Compliance GitHub Copilot 9/10 SOC 2, FedRAMP Excellent Claude AI 9/10 HI…  ( 7 min )
    Beyond the Basics: 5 Advanced Prompting Strategies that Turn LLMs into Autonomous Agents (Prompt Engineering for Devs - Part 3)
    We've covered the basics and moved into intermediate techniques, but now it's time to unlock the real power of Large Language Models (LLMs). This final installment of the Prompt Engineering series dives deep into advanced strategies that turn a basic LLM into a sophisticated, autonomous reasoning agent. Prompt Engineering (Part 2) Let us start with: Chain of Thought Prompting (Step by Step Reasoning): This type of prompting shows the AI model how to reason and solve a specific problem by breaking down the problem into step that are interconnected. The previous step acts as the base for the next step. Problem: Laxmi has 34 apples. She gives 20 to Sudha who already has 10 apples. How many apples do Laxmi and Sudha have individually? Chain-of-Thought Reasoning Laxmi has 34 apples. She gave…  ( 11 min )
    🐍 Using Python to Extend Go High Level’s Capabilities via API
    Most Go High Level users barely scratch the surface of what the platform can do. But what if you could go beyond what the visual automations allow? That’s where Python + the Go High Level API comes in. As your business grows, so does the complexity of your operations. You might want to: Sync data between GHL and an external CRM or Google Sheet Generate advanced reports that GHL’s dashboard doesn’t provide Trigger automations from Stripe, Notion, or Airtable Use AI to write follow-up messages and push them into GHL automatically With Python, you can interact directly with Go High Level’s API — giving you total control over data flow, automation logic, and integration. The Go High Level REST API gives developers access to almost every major function available in your dashboard — including co…  ( 9 min )
    Understanding the FTSE AIM 100 Index: A Comprehensive Overview
    The FTSE AIM 100 Index represents a vital segment of the UK’s financial landscape. It tracks the performance of the largest 100 companies listed on the Alternative Investment Market (AIM) of the London Stock Exchange. The AIM was established in 1995 to give smaller, growing businesses access to public capital while maintaining flexibility in listing requirements. Over time, this segment has become a key platform for innovative companies seeking investment, offering opportunities for both investors and entrepreneurs alike. The FTSE AIM 100 Index includes some of the most dynamic, fast-growing, and high-potential businesses across sectors like technology, healthcare, natural resources, and financial services. Understanding the structure, composition, and movement of this index can provide va…  ( 9 min )
    The Best LLM and AI Orchestration Toolkits for Your Stack
    The Best LLM and AI Orchestration Toolkits for Your Stack When OpenAI launched GPT-4o and set the standard for multimodal models, the AI race accelerated. Google responded with Gemini 2.5 Pro, offering a context window of a million tokens, while Anthropic released Claude 3.7 Sonnet, boosting reasoning capabilities. Meta also entered the scene with Llama 4 Maverick, proving that open-source licenses no longer mean second-tier quality. Costs are trending down as well - Mistral Medium 3 undercuts larger names at just $0.40 per million input tokens. But choosing the right large language model (LLM) is only half of the challenge. Deploying these models in real-world systems requires a strong focus on orchestration. Businesses must manage strict latency budgets, control GPU costs, meet safety …  ( 9 min )
    [Boost]
    From Localhost to Live: Sharing Django Projects Seamlessly Lightning Developer ・ Nov 10 #webdev #django #pinggy #tutorial  ( 5 min )
    Building AI-Powered BSS: A Developer’s Perspective on Telecom’s Next Evolution
    For years, BSS (Business Support Systems) in telecom have been the least exciting part of the stack — reliable but rigid. AI isn’t just about predictive analytics anymore — it’s becoming the brain of next-gen BSS. The catch? Integrating AI into legacy BSS is messy. Data lives across silos. Existing workflows aren’t built for feedback loops. Real-time policy changes can break downstream integrations. That’s where developers come in — to make the architecture AI-ready: Decouple logic into microservices Use APIs for dynamic orchestration Layer in ML models that learn from transaction patterns Automate routine configuration through event-driven pipelines At TelcoEdge, for example, teams are experimenting with AI-based orchestration layers that sit between the BSS and the network layer — automating decisions like usage optimization, billing adjustments, and SLA enforcement. They shared a deeper look in their recent piece: AI-Powered BSS: Can Automation Really Turn Telecom into a Growth Business? It’s an interesting read if you’re exploring how to merge AI workflows with telco-grade reliability. Would love to hear from other developers working with telecom APIs or automation frameworks — How would you build a BSS that can learn, adapt, and self-optimize?  ( 6 min )
    💼 JavaScript Jobs — The #1 Job Board for JavaScript Developers
    Looking for your next role in JavaScript? Whether you specialize in React, Angular, Node, TypeScript or vanilla JS, this board has you covered—with thousands of remote-friendly job listings worldwide. 🔗 javascript.jobs  ( 6 min )
    Cursor Composer 1 vs SWE 1.5 What Surprised Me Most After Testing Both
    I’ve spent the last few weeks living with two of the most talked-about AI coding assistants, Cursor Composer 1 and Cognition SWE 1.5, inside real multi-service projects connected through Composio’s Rube MCP gateway. Not toy apps. Not single-file demos. Actual workflows: browser extensions, API connections, and live data running through real services. Here’s what stood out. Cursor’s Secret Strength: Flow Cursor still nails what it set out to do: get you to a working prototype fast. But when the project grew past one file, that same speed started working against it. Quick fixes piled up. Error handling got messy. The MVP was done, but scaling it felt like untangling a ball of wires. SWE 1.5’s Advantage: Structure SWE 1.5 took longer to reach the same MVP, but the code it wrote looked like so…  ( 7 min )
    OpenTelemetry Docker Monitoring with Collector and Docker Stats
    Docker containers are lightweight and portable, but their dynamic nature makes monitoring challenging. Containers start, stop, and move between hosts constantly—you need visibility into their resource usage and performance. This guide explains how to monitor Docker containers using the OpenTelemetry Collector with the Docker Stats receiver. It covers setting up the Collector (either directly or with Docker Compose), collecting container metrics, and exporting them to your monitoring backend. Monitoring Docker containers is a key part of ensuring that containerized applications run reliably and perform efficiently. Here's why it matters: Performance Optimization: Identify resource bottlenecks and optimize container performance before they impact users. By tracking CPU, memory, and I/O metri…  ( 19 min )
    As AI Voice Agents scale into real-time, multi-modal systems, visibility into pipelines becomes essential. Even a small latency spike can break flow. Here’s a detailed breakdown of how VideoSDK uses tracing + analytics to solve this with precision
    A Practical Guide to AI Voice Agent Observability: Debugging Latency with VideoSDK Traces Chaitrali Kakde ・ Nov 10 #ai #agents #voiceagent #opensource  ( 6 min )
    I Let 5 AI Agents Fight Inside My Database
    This is a submission for the Agentic Postgres Challenge with Tiger Data Now I Can't Sleep 😭🐯 My coffee is cold. My brain is fried. 18 days back → “just another Postgres” Today → 5 angry AI ghosts shout in my laptop: “USE BRIN INDEX!!” “NO!! GIN BETTER!!” “FORK ME NOW!!” “ZERO COPY OR I CRY!!” “ROLLBACK MY LIFE!!” All this magic = Tiger Data Same team that made TimescaleDB (Toyota, Mistral use it) Made Agentic Postgres → database born for AI Free plan → unlimited forks, super fast search, zero cost Just type: tiger create service boom → done in 8 seconds No card. No joke. Link → https://tigerdata.com Made 5 copies of same database in 2 seconds Gave each AI its own copy to break Best one wins → click merge Others → delete → gone forever Total cost = ₹0 Future not coming. Tiger Data already forked it at 3 AM. I still hear “GIN!!” when I close eyes. You also try → https://tigerdata.com Break something today 😈  ( 6 min )
    Django OpenTelemetry Instrumentation Guide
    OpenTelemetry enables comprehensive monitoring of Django applications by automatically collecting telemetry data including request and response times, database query performance, and custom metrics. By integrating OpenTelemetry, you can capture distributed traces and metrics, then export this data to various observability backends for analysis and visualization. Django is an open-source, high-level web framework written in Python. It follows the Model-View-Template (MVT) architectural pattern and provides a robust set of tools and features that simplify and accelerate web application development. Django is designed to promote clean, maintainable code and follows the "Don't Repeat Yourself" (DRY) principle, emphasizing code reusability and reducing redundancy. OpenTelemetry is an open-sourc…  ( 14 min )
    OpenTelemetry database sql [otelsql]
    OpenTelemetry database SQL provides libraries and tools for instrumenting SQL databases such as PostgreSQL, MySQL, and Microsoft SQL Server to collect telemetry data. database/sql package provides a lightweight and idiomatic interface to row-oriented databases in Golang. It supports most popular relational DBMS via 3-rd party drivers. This article will teach you how to monitor database/sql performance using OpenTelemetry observability framework. OpenTelemetry is an open-source observability framework that aims to standardize and simplify the collection, processing, and export of telemetry data from applications and systems. OpenTelemetry supports multiple programming languages and platforms, making it suitable for a wide range of applications and environments. OpenTelemetry enables develop…  ( 7 min )
    Umbraco in the City - Community, Code, and Cuddles
    Last Friday, I had the excitement of attending the first-ever Umbraco in the City conference in Manchester—with a twist. My nine-month-old was my plus-one for the day, and honestly, I wasn't sure how it would go. Would I catch any of the talks? Would the baby cooperation gods smile upon me? TLDR: They did. And the Umbraco community showed up in the most wonderful way. Before I dive into the excellent technical talks I saw, I just want to say a really heart-felt thanks to the organising team who created a genuinely inclusive space. Bringing a baby to a tech conference isn't exactly standard operating procedure, but the organisers made it work without batting an eyelid. From the welcoming atmosphere to the practical accommodations, they showed that "friendly" isn't just a word we use—it's a…  ( 8 min )
    Why AI Developers Are Transitioning from Centralized Cloud to Decentralized Compute Networks: A Technical Overview
    In the fast-evolving AI landscape, infrastructure innovation matters as much as model design. Traditional centralized cloud systems have powered years of AI growth—but as workloads scale, developers face challenges around cost, scalability, and control. 1.1 Cost and Resource Efficiency 1.2 Data Sovereignty and Privacy 1.3 Scalability and Latency A decentralized compute platform functions as an on-chain marketplace where compute resources are listed, priced, and allocated programmatically. Peer-to-peer compute provisioning via blockchain coordination. Transparent usage verification through smart contracts. Token-based settlement layer for low-friction payments. Example networks Akash Network — GPU marketplace built on Cosmos SDK. Acurast — leverages mobile devices for distributed computatio…  ( 8 min )
    AI Coding Assistants for Beginners: How to Use ChatGPT & Copilot Without ‘Cheating’
    Hey devs 👋 I’m Dhruv Joshi, a technical writer and developer who spends a lot of time helping beginners ship their first real-world projects. If you’ve just started coding, you’ve probably asked yourself: “If I use ChatGPT or GitHub Copilot… am I cheating?” Short answer: you’re not cheating if you’re still learning, thinking, and taking responsibility for your code. You are cheating yourself if you stop doing those things. In this post, I’ll show you how to use an AI coding assistant for beginners (like ChatGPT or Copilot) in a healthy way — more like a pair programmer than a shortcut machine. When we learned to code, the rules sounded like this: “Write every line yourself.” “Don’t copy-paste solutions from the internet.” “Real devs debug without help.” (Spoiler: they don’t.) Now there’s …  ( 11 min )
    Building a Cloud-Native App to Match Founders with the Right Hackathon
    I'm writing this blog as a participant in Cloud Run Hackathon by Google Cloud For the past several years, I’ve been self-funding my startup ideas by participating in hackathons that help me bring those ideas to life. Keeping tabs on the hackathons all the time to find which one would be the right fit for my startup ideas has become bit tedious. Finding relevant hackathons on Devpost is tedious: Keyword search misses semantically similar opportunities No personalized recommendations Manual filtering through hundreds of listings No notifications for new matching hackathons I built Hackathon.fund, an AI-powered platform that helps startup founders discover relevant hackathons on Devpost using semantic search. The entire application runs on Google Cloud Run - 11 deployments handling everythin…  ( 12 min )
    A Practical Guide to AI Voice Agent Observability: Debugging Latency with VideoSDK Traces
    As AI Voice agents evolve into complex, multi-modal systems handling real-time speech, video, and reasoning, performance observability becomes crucial. Even small latency spikes can break conversational flow. VideoSDK’s AI Voice Agent Observability tools give developers fine-grained visibility into every step of an agent’s pipeline from message ingestion to final response making latency debugging straightforward. What Is AI Agent Observability? AI Agent Observability is the ability to monitor, trace, and analyze the behavior of an AI system across multiple layers including input processing, reasoning, model calls, and response generation. Modern AI agents often integrate: Speech-to-Text (STT) for transcription Large Language Models (LLMs) for reasoning Text-to-Speech (TTS) for responses …  ( 9 min )
    How to Deposit Skins on Clash.gg
    How to Deposit Skins on Clash.gg: Step-by-Step Guide for 2026 Depositing your CS2 or CSGO skins on Clash.gg is simpler than it seems—once you know the right steps. Whether you’re new to trading or an experienced player, understanding how to transfer your skins safely and efficiently is key to making the most of your balance. This guide breaks down everything you need to know in a clear, step-by-step way. You’ll learn the requirements, best practices, and quick fixes for common issues, so you can deposit your skins with confidence and focus on enjoying the Clash.gg experience. Here’s a fast comparison of deposit options so you can choose what fits your plan and timing. Deposit Method What You Need Processing Time Typical Limits Skins Verified Clash.gg + linked Steam (inventory Pub…  ( 9 min )
    The Next Frontier in NLP: Smarter Agents, Not Just Bigger Models
    Introduction: Beyond the Limits of Supervised Learning Imagine a world where AI not only mimics human summaries but also exceeds them in quality. For years, Natural Language Processing (NLP) has relied on Supervised Fine-Tuning (SFT) to train language models to replicate human-written summaries. While this method works, it has flaws and treats all errors the same, whether they are minor phrasing issues or major inaccuracies. It also depends on metrics like ROUGE (Recall-Oriented Understudy for Gisting Evaluation), which often do not match human judgment. Reinforcement Learning from Human Feedback (RLHF) is a groundbreaking technique developed by OpenAI (Stiennon et al., 2020). By focusing on human preferences instead of fixed examples, RLHF creates summaries that frequently outperform th…  ( 8 min )
    Why Your Engineering Team Can't Fix Your Cloud Costs (And What Actually Works)
    TL;DR AWS Cost Explorer and Azure Advisor are reactive dashboards—they show you data, but don't act on it Manual FinOps fails because engineers lack time, context, and confidence to delete resources The average mid-sized company wastes $35,000-$50,000/year on zombie resources AI-powered cost governance with confidence-scored recommendations solves decision paralysis Real example: A growing startup cut $12,400/month using automated tagging and AI analysis It's 9 PM on a Thursday. Your CTO is staring at the AWS billing dashboard. Again. $52,000 this month. Up from $41,000 last quarter. She knows where the money is going—sort of. Cost Explorer shows EC2 is 38% of the bill. RDS another 27%. Load balancers, S3, data transfer... it's all there in beautiful, color-coded graphs. But here's the …  ( 14 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    Jeff Su breaks down four killer ChatGPT tricks—Prompt Reversal, the 5-Minute Amplifier, the Red Team Technique, and Blueprint Scaffolding—that let you stop the endless prompt tweak cycle and get better results faster. By reverse-engineering your best prompts, turning one piece of content into multiple formats, having AI self-critique, and forcing it to map out its logic first, you can literally cut your AI workflow in half. Each hack comes with real-world demos you can copy today, plus free resources like an ebook, blog post, and course waitlist to supercharge your setup. Whether you’re writing marketing copy, coding, or just trying to stay sane at work, these tips work across any role or industry. Watch on YouTube  ( 6 min )
    How to Build Production-Ready RAG Systems (at Scale, with Low Latency & High Accuracy)
    Retrieval-Augmented Generation (RAG) has become the go-to architecture for building AI applications that need access to current, domain-specific information. However, moving from a prototype RAG system to a production-ready solution involves addressing numerous challenges around accuracy, latency, cost, compliance, and maintainability. At QLoop Technologies, we've deployed RAG systems handling over 10 million queries per month across various industries. This post shares a battle-tested playbook to build RAG systems that work at scale. Clean, high-quality data and adaptive chunking are foundational. Use hybrid retrieval (dense + sparse) with reranking. Optimize vector DB with caching, sharding, and index tuning. Manage context window dynamically to reduce cost. Monitor continuously: latency…  ( 10 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    TL;DR Cinema Sins just slammed through Everything Wrong With Thunderbolts (The New Avengers) in 20 Minutes Or Less, pointing out every nit-pick and plot hole in rapid fire. The vid description doubles as a promo strip—links to their main site, YouTube channels, link tree, a fun poll, Patreon pitch, Discord, Reddit, Instagram and TikTok shout-outs—complete with a writers’ roll call for extra credit. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators swings the franchise back to its roots after a lackluster ’90 sequel and two Alien vs Predator crossovers, dropping a ragtag crew into a muddy jungle face-off. It blends classic thrills with fresh twists that make it Mr Sunday Movies’ favorite “Caravan of Garbage” installment. Too bad we never got a proper sequel—here’s hoping those Predator vibes make a roaring comeback soon! Watch on YouTube  ( 6 min )
    Updating to Jest 30 is Frustrating (it's JSDOM)
    It's time to update from Jest 29 to 30 for me. They changed the snapshot files: the link in the header changed. I find short-links disturbing anyway. - // Jest Snapshot v1, https://goo.gl/fbAQLP + // Jest Snapshot v1, https://jestjs.io/docs/snapshot-testing Then they removed some deprecated matcher aliases. (expect(fn).toBeCalled() → expect(fn).toHaveBeenCalled()) It took a while but was manageable. Then I got really confused when I found out some modules are not mocked anymore. As it turns out jest.mock("./path/to/module") is case-sensitive now. Jest updated JSDOM from Version 20 to 26. It added show-stopping CSS-bugs for me (el.style.boxShadow = undefined became el.style.boxShadow === "undefined" instead of the expected el.style.boxShadow === ""), fixed them in Version 27 and introduced…  ( 7 min )
    🦓 The Tale of the Humbled Process Engineer —  Episode I: The Pattern of the Chameleons 🦎
    The Birth of Illusion In every organization that fears exposure, truth becomes an intruder – and illusion, a cherished guest. The winds of Automora carried the scent of burnt parchment. The Assessment had ended weeks ago, yet its shadow lingered like smoke that refused to dissipate. Scrolls filled with numbers – metrics, maturity levels, ratings – had been rolled, sealed, and placed in gilded cabinets for the Hyena Commissioner to parade at council. But behind those cabinets lay wreckage, disbelief, and the sour odor of panic. No one accepted the verdict. potential!" The court nodded vigorously, repeating the phrase like a sacred chant. But in the side halls, whispers coiled: biased auditors, unfair sampling, unrealistic criteria. Fear stalked the marble floors with padded feet. Among the …  ( 16 min )
    Synthetic Data Generator
    By Oliver | November 7, 2025 Imagine you're building a new mobile app for a bank. Before launching it to real customers, you need to test it thoroughly. But here's the catch: you can't use real customer data for testing - that would be a privacy nightmare and potentially illegal. You also can't just make up random numbers and names because your app needs to handle realistic scenarios. This is where synthetic data comes in. It's like having a movie set instead of real location. Everything looks authentic, but it's all carefully constructed and completely safe to use. That's exactly what I built: DataGen - a Python library that creates realistic synthetic datasets at the click of a button. Think of DataGen as a digital factory for fake-but-realistic data. Just like a toy factory can produce …  ( 12 min )
    Integrating Pagy with Hanami (2025 edition)
    Back in 2018 I wrote a post about connecting Hanami (then 1.x) and Pagy gem together. My verdict was not that favorable. I had to write quite a lot of glue code to make it work and perhaps the worst thing was that I had to pass the request object to the template to make it work. However, things have changed since then: Hanami is now 2.3, its persistence layer is more mature, based on ROM and allows to fall back to almost-bare-Sequel via relations. Pagy released version 43 this week. It's advertised as a complete rewrite of its internals and APIs. We needed a leap version to unequivocally signaling that it's not just a major version: it's a complete redesign of the legacy code at all levels, usage and API included. There's no better time to take it for another spin then! I quickly spun up a…  ( 7 min )
    Role-Based Authorization for Rails: How We Built Rabarber
    The Problem We built an admin area for a sales company that included a custom CRM, marketing tools, content management, and internal developer utilities. Different employees had different responsibilities: Managers handled customer calls and notes Analysts worked with marketing reports Accountants dealt with invoices Administrators oversaw everything Developers maintained internal tools The business needed an authorization system that enforced access strictly according to employee responsibilities. When employees left the company, we also needed to revoke their access without deleting accounts and associated historical data. Our system needed to: Support different access levels for employees Provide admin-managed role assignments Preserve user accounts Allow revoking access when an emplo…  ( 9 min )
    Understanding Flexbox: A Beginner’s Journey to Perfect CSS Alignment
    I still remember the day I met Flexbox. Not the “oh wow this is cool” kind of meeting, but the “why is nothing aligning right?!” kind. That was the moment I realized: understanding Flexbox isn’t about memorizing properties, it’s about changing how you think about layout. I used to picture HTML elements like rigid boxes, stacked on top of each other, bumping into margins, floating aimlessly. Then one day, while debugging yet another layout mess, someone said: “Stop fighting the boxes. Let them flex.” It sounded poetic… and confusing. But when I applied display: flex; for the first time, it was like the page suddenly listened. My boxes started behaving like a team, aligning, wrapping, adjusting naturally without me wrestling with float or endless position: absolute;. That’s when Fle…  ( 8 min )
    From Auth to Action: The Complete Guide to Secure & Scalable AI Agent Infrastructure (2026)
    Key Takeaways Auth is Not Enough: Getting an OAuth token (Pillar 1) is just the first step. Production Needs Guardrails: You must build Granular Control (Pillar 2) with patterns like Brokered Credentials to prevent security risks. Scalability Requires an Engine: A reliable action layer (Pillar 3) with a Unified API and managed retries is essential to move from prototype to production. You've built a powerful AI agent. Using a framework like LangChain or CrewAI, you've designed a sophisticated workflow that can reason, plan, and execute tasks. There's just one problem: Your agent is trapped in a sandbox, unable to interact with the real world. To be useful, it needs access to user-specific tools like Google Calendar, Salesforce, or Jira. This is where you hit the "Authentication Wall". …  ( 16 min )
    From Retail Trader to Liquidity Provider: My Journey into Market Making 💥
    For years, I thought “market makers” were mythical creatures - hidden behind high-frequency walls, moving prices with mysterious algorithms and caffeine-infused reflexes. Then I realized they were just… traders like us, but with better APIs and more patience for spreadsheet chaos. When I started as a retail trader, I chased pumps, blamed latency, and prayed to the order-book gods. Every missed fill felt personal. The turning point came when I discovered Market Making Programs - and realized liquidity is the real alpha. Binance’s setup was my entry point. I loved the 0% maker fees on selected pairs - and yes, the extra 0.005% rebate for top performers didn’t hurt. Their API performance reviews were a reality check: it’s one thing to “think” you’re fast, another to actually see latency logs …  ( 7 min )
    OAuth 2.0 authorization in PostgreSQL using Keycloak as an example
    Hello! Today we will talk about authorization support via OAuth 2.0 Device Authorization Flow implemented in Tantor Postgres 17.5.0 DBMS. This is a modern and secure access method that allows applications to request access to PostgreSQL on behalf of the user through an external identification and access control provider, such as Keycloak, which is especially convenient for cloud environments and microservice architectures (the feature will also be available in PostgreSQL 18). In this article, we'll take a step-by-step look at configuring OAuth authorization in PostgreSQL using Keycloak: configure Keycloak, prepare PostgreSQL, write an OAuth token validator in PostgreSQL, and verify successful authorization via psql using Device Flow. Support for authorization via OAuth 2.0 Device Authoriza…  ( 35 min )
    Black Friday App Deals: 2025
    I Built a Free Directory for Black Friday SaaS Deals (And You Should Use It) Black Friday is coming up fast, and if you're like me, you're tired of missing out on great software deals because they're scattered across Twitter, Reddit, and random newsletters. So I built blackfridayappdeals.com — a simple, free directory where you can find all the best Black Friday and Cyber Monday deals for apps and SaaS products in one place. Why I Built This Every year, I watch indie makers and SaaS founders offer incredible Black Friday discounts — 50% off, lifetime deals, you name it. But there's no central place to discover them all. Buyers spend hours hunting deals across social media. Sellers struggle to get visibility for their offers. It felt like a problem worth solving. What's Different It's completely free. No paywalls, no sign-ups, no BS. Just deals. It's organized. Filter by category — productivity, developer tools, design, marketing, AI tools, and more. Search by app name or discount type. It's community-driven. Anyone can submit their deal using a simple Google Form. I manually review each one to keep quality high. For Founders: Get Your Deal Featured If you're running a Black Friday or Cyber Monday promotion for your app or SaaS: Go to blackfridayappdeals.com Click "Submit Deal" Fill out the form with your app details and discount That's it. It's free, it takes 2 minutes, and you'll get exposure to thousands of potential customers actively looking for deals. Deals go live on November 14th, and the site will stay active through Cyber Monday. For Shoppers: Bookmark It Now Whether you're a developer, designer, entrepreneur, or just someone who loves productivity tools, bookmark blackfridayappdeals.com now. The countdown is on. Black Friday 2025 is November 28th. Let's make this the easiest Black Friday shopping season yet. TL;DR: Free directory of Black Friday SaaS deals. Founders can submit for free. Shoppers get everything in one place. Win-win. Check it out here: blackfridayappdeals.com  ( 7 min )
    How ESG-Linked Salary Is Changing Corporate Leadership
    Executive compensation is evolving beyond traditional financial benchmarks. As sustainability moves to the forefront of corporate strategy, companies are increasingly aligning leadership incentives with ESG goals. According to the ISS Executive Compensation Analytics (ECA) database, the share of firms integrating ESG metrics into executive performance reviews rose from just 3% in 2010 to over 30% in 20211. This shift signals a growing recognition that executive compensations are intrinsically linked to environmental and social accountability. The Evolving Landscape of ESG-Linked Executive Compensation However, adoption patterns vary by geography. ESG-linked pay is more prevalent in jurisdictions with stronger sustainability mandates and disclosure requirements. In the European Union, over …  ( 12 min )
    check it out! would love some feedback!
    I Got Tired of Copy-Pasting Git Commands From ChatGPT, So I Built This Arjun Varma ・ Nov 10 #ai #git #productivity #showdev  ( 5 min )
    Monitoring Hetzner Cloud resources with AWS CloudWatch using Terraform
    In this tutorial, you will learn how to monitor your Hetzner Cloud infrastructure using AWS CloudWatch. This integration allows you to centralize your monitoring across both Hetzner and AWS resources in one unified dashboard. By the end of this tutorial, you will have set up automated metric collection from your Hetzner Cloud Load Balancers and Servers, with all metrics automatically pushed to AWS CloudWatch at regular intervals. This is particularly useful if your organization already uses AWS CloudWatch for monitoring and wants to include Hetzner Cloud resources in the same observability platform. We'll use a Terraform module that leverages AWS Step Functions to periodically fetch metrics from the Hetzner Cloud API and store them in CloudWatch. This serverless approach means there are no…  ( 12 min )
    What Are the Key Types of Compliance Reporting and How Can You Master Them?
    Introduction Compliance reporting has become a critical function for organizations across all industries. It applies for both small startups or multinational corporations and understanding and implementing proper compliance reporting practices entails protecting your business, maintaining stakeholder trust, and ensuring long-term sustainability. Compliance reporting refers to the systematic process of documenting and communicating how an organization adheres to various laws, regulations, standards, and internal policies. It serves as tangible proof that your business operates within legal boundaries and follows industry best practices. Non-compliance can result in hefty fines, legal penalties, reputational damage, and even business closure. Conversely, robust compliance reporting can enha…  ( 9 min )
    NPR Music: Nova Twins: Tiny Desk Concert
    Nova Twins, London’s unapologetic rock duo Amy Love and Georgia South, blew the Tiny Desk stage wide open with mega-distorted bass lines, hip-hop beats, and raspy, in-your-face vocals. They kicked things off with “Cleopatra,” a straight-talking “haters to the curb” anthem, powered through the shadow-chasing “Monsters,” and even ducked under the desk to geek out on their spaceship-sized pedalboards (complete with a dedicated pedal cam). Adding a supernatural twist to “Hummingbird” with a Harp Blaster mic, they wrapped up by cranking the volume all the way up on the heavy-rock showdown “Choose Your Fighter,” proving nice, polite girls can go full throttle too. Watch on YouTube  ( 6 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    Jeff Su’s video spills four ChatGPT power moves that literally cut his AI workload in half: reverse-engineer your best prompts, crank out multiple content formats in five minutes, get ChatGPT to red-team its own work, and force it to show its outline before writing. Each trick comes with real examples you can steal and use today—no more endless prompt tweaking. For extra gold, snag the free HubSpot eBook, check out Jeff’s deep-dive blog post and AI course, or plug into his Notion Command Center. It’s everything you need to supercharge your workflow and reclaim hours of your day. Watch on YouTube  ( 6 min )
    Understanding Integer Caching in Java, The Hidden Optimization You Might’ve Missed
    Ever wondered why sometimes two seemingly identical Integer objects in Java are actually the same object in memory, and sometimes they aren’t? Welcome to the fascinating world of Integer Caching, a small but clever optimization built right into the Java Virtual Machine (JVM) that quietly boosts performance and saves memory. Integer Caching? In Java, objects like Integer, Long, Byte, and Character are immutable wrapper classes around primitive types. Whenever you use autoboxing, such as: Integer a = 100; // autoboxing of int to Integer the JVM doesn’t always create a new Integer object. Instead, it might reuse an existing one, thanks to Integer caching. By default, Java maintains a cache of Integer objects for values between -128 and +127. So when you write: Integer x = 100; …  ( 7 min )
    Free university-level CS education (YC-backed)
    Hey! My friend and I are building a free coding school that's entirely project-based, self-paced, and emphasizes skills that we think are important in the AI era (e.g. system design). It assumes no coding experience. We're building this because we think a program should exist that's as affordable as self-studying, nearly as rigorous as a university, and as practical as a coding bootcamp. A bit about us: I was the first engineer at a five person startup, and my friend was the youngest SDE II at AWS SageMaker. We’re friends from UC Berkeley and recently went through YC together. Full disclosure: we’ve only released the beginning of the first project so far. If you’re just starting your coding journey, we’d love for you to try it. If you’re more experienced, feel free to sign up for updates. Also, we’ll be hanging in Discord if you need support/guidance :) Check it out here: https://vectorschool.ai/  ( 6 min )
    Give Your Flutter App the Power of Theme Switching (Light, Dark & System)
    In this post, we’ll learn how to add theme switching in Flutter — letting users toggle between Light Mode, Dark Mode, and System Default Theme. We’ll use the Provider package to manage the state and a simple Switch widget to control the theme dynamically. We’ll create: A custom theme file with lightTheme and darkTheme A ThemeProvider using ChangeNotifier A simple UI with a Switch and an ElevatedButton to toggle themes Create a new file named app_theme.dart. This file will hold both the light and dark theme configurations. import 'package:flutter/material.dart'; class AppTheme { // Light Theme static final ThemeData lightTheme = ThemeData( brightness: Brightness.light, colorScheme: const ColorScheme.light( primary: Color(0xFF0066FF), secondary: Color(0xFF00C853),…  ( 8 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less CinemaSins just dropped a 20-minute rundown of every “sin” in Thunderbolts (aka The New Avengers)—and, plot twist, the hosts actually admit they kind of liked it. Expect their trademark sarcastic commentary, quickfire jokes, and plenty of nitpicks… but maybe a dash of genuine praise, too. As usual, they’re hyping up more content and community fun: hit up their website for other channels, join the sinful poll, support them on Patreon, and follow the writers on Twitter and Insta. Plus, you can find them on Discord, Reddit, TikTok, and more for all things CinemaSins. Watch on YouTube  ( 6 min )
    SQLite Tips - Retrieve Database Metadata
    SQLite metadata refers to information about the database structure itself—the schema, tables, columns, indexes, views, triggers, and constraints that define how your data is organized. SQLite provides two main approaches for accessing metadata: PRAGMA commands and the sqlite_master system table. PRAGMA is a special command in SQLite used to: Query and modify database configuration Retrieve metadata about database schema Control SQLite engine behavior Unlike standard SQL commands, PRAGMA commands are SQLite-specific and provide direct access to database internals. One of the most commonly used PRAGMA commands for retrieving metadata is table_info(), which returns detailed information about the columns in a table. PRAGMA table_info(table_name); This will return a result set with the followi…  ( 8 min )
    Fedora 42 Backup script for MongoDB database
    What is the advantage of this script? You define the path to the database and the collection name in advance. Every file has an automatically generated name (the date) You see when you did the backup directly (the date in the file name, You get a notification for your desktop You can do it regularly (cron job) – every day if you want The output is a JSON file #!/bin/bash clear echo "------------------------------------------" echo "Backup of MongoDB" echo "------------------------------------------" #create the date for the file name datum=$(date +%x | tr -d '/') BACKUP_PATH="$HOME/Linux_PC/Datenbankmanagementsysteme/MongoDB/backups" DB_NAME="Artikel" COLLECTION_NAME="Nachrichten" OUTPUT_FILENAME="${COLLECTION_NAME}_${datum}.json" #hello to the user with the current date - echo "Hello" ${USER^} today is $datum #checking the disc space on /home/sven freespace=$(df -h /home/sven | awk 'NR==2 {print $4}') echo "Available space in home directory: $freespace" #creating the backup of the database: artikel in the collection Nachrichten with the current date echo "Backup MongoDB Collection ${COLLECTION_NAME}" mongoexport --db "$DB_NAME" --collection "$COLLECTION_NAME" --type=json --out="$BACKUP_PATH/$OUTPUT_FILENAME" #notification that the backups were made notify-send "MongoDB Backup completed"  ( 6 min )
    GPT-5.1 spotted: What is it like and when is it coming out
    By the end of 2025, the competition in AI models will intensify. The upcoming releases of GPT 5.1 and Gemini 3.0 Pro are undoubtedly a major focus. The looming releases are both a signal of competition and a marketing tactic for companies to preemptively seize market share. Gemini 3.0 has released code signals on Vertex: gemini-3-pro-preview-11-2025 indicating that it is already partially usable(How to get started with the Gemini 3 Pro Preview). Now let’s examine what GPT-5.1 will bring developers. OpenAI’s model train keeps moving fast. Over the past few days a stream of small but consistent signals — code artifacts in third-party repos, model names visible in provider lists, and investigator write-ups — have pointed to a next step in the GPT-5 era: a GPT-5.1 family that includes a flagsh…  ( 11 min )
    Tableau Data Connectivity: From Sheets to Web Data Connectors
    Introduction Data is the fuel that powers every dashboard, every insight, and every decision made in Tableau. Regardless of how visually compelling a dashboard is, its value ultimately depends on the quality, freshness, and integrity of the underlying data. Today, organizations generate data across multiple platforms—spreadsheets, cloud applications, enterprise databases, CRMs, ERPs, and even real-time web APIs. A modern BI tool must therefore do more than visualize data; it must connect to it wherever it lives. The Foundation: Tableau’s Data Connectivity Landscape Connecting Tableau to Google Sheets Working with Google Sheets: What You Need to Know B. Live Updates Without Manual Refresh C. Handling Errors in Sheets …Tableau cannot import it. Managing and Preparing Data Inside Tab…  ( 10 min )
    Recursive CTEs: Because Writing Nested Loops for Trees is Psychopathic (and a Little Masochistic Too)
    One SQL query to traverse entire hierarchies. No loops, no N+1 queries, no tears. Just elegant recursive CTEs. Your product manager walks up to your desk with that look. You know the one. "Hey, can you pull all products in the 'Electronics' category? Oh, and include all subcategories too. And their subcategories. You know, the whole tree." Your internal monologue: "Oh no. Not the N+1 problem again." Your options: Multiple database queries - SELECT children, then grandchildren, then great-grandchildren... (Slow. So slow.) Complex application logic - Recursive functions that hit the database repeatedly (N+1 hell) Nested loops - Building the tree in code with increasingly unreadable logic (Spaghetti) Or... you could write one elegant SQL query with a recursive CTE and go grab coffee while you…  ( 15 min )
    How AI Agents in Customer Services Are Transforming Businesses?
    Have you ever figured out how much time and money your company spends in a year delivering repetitive answers to customer questions? According to a Gartner report, poor customer service can impact up to 30% of your revenue opportunities, primarily caused by slow response time or limited availability. Traditional customer service call centers and service desks often face challenges with scalability and quality to keep up with the growing expectation of 24/7 personalization and support, leaving customers frustrated and businesses at risk. This is exactly where AI Agents in Customer Services are changing this narrative. Unlike the basic chatbots of the past, new generations of AI-enabled service agents not only understand intent, but can even produce personalized, contextual responses with pr…  ( 13 min )
    How AI Agents in Customer Services Are Transforming Businesses?
    Have you ever figured out how much time and money your company spends in a year delivering repetitive answers to customer questions? According to a Gartner report, poor customer service can impact up to 30% of your revenue opportunities, primarily caused by slow response time or limited availability. Traditional customer service call centers and service desks often face challenges with scalability and quality to keep up with the growing expectation of 24/7 personalization and support, leaving customers frustrated and businesses at risk. This is exactly where AI Agents in Customer Services are changing this narrative. Unlike the basic chatbots of the past, new generations of AI-enabled service agents not only understand intent, but can even produce personalized, contextual responses with pr…  ( 13 min )
    I made a free podcast app that makes tailormade podcasts for you, based on your unique interests. here's why, and what I learnt along the way.
    yourcast! - personalized AI podcast app rohan ・ Nov 9 #ai #googlecloud #agents #podcast  ( 6 min )
    Mobile-First Portal Design: Why It’s Crucial
    In an era where smartphones dominate nearly every aspect of our lives, businesses can no longer afford to treat mobile design as an afterthought. Whether you’re building a customer self-service platform, an employee intranet, or a B2B partner portal, adopting a mobile-first design strategy is no longer optional — it’s essential. Mobile-first design is a web design philosophy that prioritizes the mobile user experience from the very beginning of the development process. Instead of designing for desktops and then scaling down, designers start with the smallest screen (mobile) and progressively enhance the design for larger screens. Why Mobile-First Design Matters More Than Ever The Majority of Users Are Mobile Improved User Experience (UX) Better SEO and Higher Google Rankings Faster Loading Times and Better Performance Enhanced Accessibility and Inclusivity Scalability for Future Growth Increased Engagement and Retention How to Implement Mobile-First Portal Design Effectively Start with User Research Define Core Functionalities Use Responsive Design Principles Optimize Performance Prioritize Touch and Gesture Controls Test Across Devices and Platforms Continuously Improve Through Analytics Real-World Examples of Mobile-First Portals In today’s mobile-driven economy, a mobile-first portal design isn’t just a design choice — it’s a business strategy. It ensures that your platform reaches users wherever they are, delivers seamless experiences, and remains future-ready in a rapidly evolving digital landscape. By prioritizing mobile from the start, you’ll create a portal that’s fast, intuitive, and accessible — setting the foundation for higher engagement, stronger customer relationships, and long-term business growth. If you’re planning to develop a responsive, high-performing business portal, partnering with an experienced web portal development company can help you design mobile-first experiences that truly stand out.  ( 10 min )
    Build Your MVP: Find the Right Technical Co-Founders
    Build Your MVP: Find the Right Technical Co-Founders Bringing your minimum viable product (MVP) to life requires more than just a brilliant idea. The backbone of any successful tech startup often lies in its technical co-founders and early team members. Here's how you can find the right partners for your journey. First, clearly outline what specific skills and expertise are required to develop your MVP. Do you need someone with front-end experience, a back-end wizard, or perhaps both? Knowing what you're looking for will make it easier to identify potential co-founders who can fill these gaps. Platforms like LeKlub-AI can be invaluable in your search. By using sophisticated AI matching capabilities, LeKlub-AI connects entrepreneurs with potential co-founders whose skills and goals align with yours, saving you time and increasing your chances of finding a perfect match. Engage with your network and attend industry events to meet potential co-founders. When you find someone promising, communicate openly about your vision, values, and expectations. Look for compatibility not just in skills but also in work ethic and long-term goals. Finding the right technical co-founder is crucial for building a strong foundation for your MVP. By defining your needs, leveraging AI matching, and actively networking, you can assemble a team that drives your startup towards success. Ready to find your perfect technical co-founder? Try LeKlub-AI today and take the first step towards building your dream team.  ( 6 min )
    The Complete Evolution of YouTube Downloaders: Then and Now
    In the early 2000s, listening to music online wasn’t as easy as it is today. People still downloaded songs to their computers or MP3 players to enjoy them offline. Then came YouTube, which became a gem of music videos, remixes, live performances, and rare audio tracks. However, YouTube had one big drawback, you needed an internet connection to play anything. That led people to wonder, “How can I save this YouTube video on my device?” In the beginning, downloading videos or songs from YouTube was complicated. But that changed when websites like YT5s appeared. Suddenly, anyone could just paste a YouTube link, click a button, and download a song within seconds. No more software needed and no long processes, just quick, easy downloads for everyone. These simple tools made video and music downl…  ( 8 min )
    1.Create Key Pair Using Terraform
    Question The Nautilus DevOps team is strategizing the migration of a portion of their infrastructure to the AWS cloud. Recognizing the scale of this undertaking, they have opted to approach the migration in incremental steps rather than as a single massive transition. To achieve this, they have segmented large tasks into smaller, more manageable units. This granular approach enables the team to execute the migration in gradual phases, ensuring smoother implementation and minimizing disruption to ongoing operations. By breaking down the migration into smaller tasks, the Nautilus DevOps team can systematically progress through each stage, allowing for better control, risk mitigation, and optimization of resources throughout the migration process. Requirements: Name of the key pair should b…  ( 7 min )
    🧱 “Optimizing Angular Apps for Performance — Real Techniques That Work”
    Even with Angular 20’s latest improvements, many apps still lag, freeze, or load slowly. Angular’s default change detection checks everything on each event or async update. ✅ Switch to ChangeDetectionStrategy.OnPush to update components only when inputs change. @Component({ selector: 'app-profile', templateUrl: './profile.component.html', changeDetection: ChangeDetectionStrategy.OnPush }) export class ProfileComponent { @Input() user!: User; } Why it works: In Angular 20, Signals make state updates more predictable and efficient. Instead of relying on RxJS for simple UI changes: user = signal(null); loadUser() { this.user.set({ name: 'Mridu', age: 28 }); } Why it’s faster: Don’t load what you don’t need. { path: 'dashboard', loadChildren: () => import('./das…  ( 8 min )
    Automated Appointment Reminder with Voice call and SMS using n8n
    I recently built an end-to-end appointment reminder workflow using n8n that helps businesses ensure customers never miss their scheduled meetings. Here’s how it works: This workflow saves valuable time, improves communication consistency, and delivers a seamless reminder experience — all without human intervention. Always fascinating to see how automation and AI can streamline everyday operations so elegantly. ⚙️🤖  ( 6 min )
    Migration Guide: Upgrading from Brighter V9 to V10
    In my previous article, I discussed Brighter V10 and its new features. This follow-up focuses on the essential migration path from V9 to V10, highlighting breaking changes and providing updated code examples. One of the first and most significant changes you'll encounter is how Brighter is registered with the Microsoft DI container. The AddServiceActivator method is gone, replaced by more specific methods for consumers and producers. In V9, you typically used AddServiceActivator for consumers. In V10, this registration is now explicitly split into AddConsumers and AddProducers, giving you more granular control. Notice also that opt.ChannelFactory has been renamed to opt.DefaultChannelFactory. V9: services .AddServiceActivator(opt => { opt.Subscriptions = [...]; opt…  ( 9 min )
    Complete Guide to Web Scraping with Nodejs and Puppeteer
    You probably might have heard of the term “Web Scraping” or “Puppeteer” and the cool things you can do with puppeteer web scraping. You also want to learn more and even how to get started immediately with it. There might be lots of reasons you what to web scrape with Nodejs such as: Maybe you want to analyze the prices of goods and services across the internet or maybe you want to collect all the events happening around you or better still collect all the latest backend development job openings as a backend developer. There are numerous reasons to learn puppeteer web scraping and how to web scrape using JavaScript and Nodejs. In this article, we are going to explore the ultimate and complete guide to web scraping with Nodejs and puppeteer. I will work you through an example showing you …  ( 13 min )
    The Production AI Agent Checklist
    Why This Checklist Exists AI agents are moving from demos to production. But most frameworks are optimized for prototyping, not reliability. This checklist comes from real production deployments, the failures, and the incidents. It's what I wish I had before deploying my first agent to a live system. Use this before deploying any AI agent that: Modifies state (databases, APIs, files) Handles money (payments, refunds, billing) Sends communications (emails, SMS, notifications) Makes decisions with business impact If you can answer YES to everything here, your agent is probably production-ready. If not, you know exactly what needs fixing. [ ] Every state-modifying operation has a rollback procedure Example: charge_customer has corresponding refund_customer Rollbacks execute automatically o…  ( 11 min )
    Go DI Libraries Comparison: go-infrastructure vs. Fx
    Choosing a DI library in Go replaced how you wire services, manage lifecycle, and keep code testable. In this post, I will compare go-infrastructure and Uber's Fx to make a confident choice. Fx is Uber’s DI framework built on dig. It wires dependencies at runtime via reflection and gives you a powerful application lifecycle (hooks for start/stop, modules, invoke). Great when boot order and shutdown choreography matter. (pkg.go.dev) go-infrastructure is “batteries included”: DI plus logging, config hot-reload, events, error handling, filesystem/server helpers—all designed to work together out of the box. (GitHub) Dimension go-infrastructure Fx (Uber) DI style Typed API; explicit registration & generic resolution Reflection-based (via dig) w/ fx.Provide/fx.Invoke Lifecycle Minimal;…  ( 8 min )
    From Frustration to Protection: The Logic of Secure Coding
    Ever log on to a website with your username and password and get an error like “Incorrect credentials”? Honestly, when this happens to me, I feel the website wasn’t properly coded. I mean, if there’s a mistake in my login detail, why not just specify it for me — like “Your password is wrong” or “Username not found”? That’s what I used to think, until I began to understand the logic behind it. That vague message isn’t just there to frustrate us — it’s there to protect us. It’s one of those small but powerful examples of secure coding in action. That’s when it really hit me that secure coding is more than writing code that works — it’s writing code that protects. In a way, secure coding is about thinking like both a builder and a defender — creating something functional, but also strong enough to stand up to attacks you can’t see coming. I’m focused on gaining hands-on experience in cybersecurity, especially in secure software development, system defense, and penetration testing. I’ve been tackling challenges, learning tools like pfSense, and exploring real-world scenarios to sharpen my skills. I’m eager to contribute to projects where I can apply a security-first mindset and make a real impact.  ( 7 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    4 ChatGPT Hacks that Cut My Workload in Half Forget endless prompt tweaking—this video walks you through four game-changing techniques: reverse-engineering your top prompts to see what works, amplifying a single response into multiple formats, using the “red team” trick to have AI critique its own output, and blueprint scaffolding that forces ChatGPT to outline its reasoning before diving in. Each method is shown with real examples you can plug in today. These simple tweaks have slashed the creator’s AI workflow time by 50% and can supercharge anyone’s productivity, no matter your role or industry. For even more tips, check out the linked ebook, blog post, and AI course. Watch on YouTube  ( 6 min )
    What Is SaaS? A Real-World Look at Software as a Service
    Remember the hassle of buying software on CDs and installing it everywhere? Those days are history. Welcome to the world of Software as a Service (SaaS) - where you simply log in, subscribe, and get things done from anywhere. No downloads, no IT headaches. From tools like Trello to Salesforce and Canva, SaaS is changing the game for startups, freelancers, and big companies alike. Why is SaaS a game-changer? It’s affordable, scalable, always up-to-date, and lets you work seamlessly on any device. Curious how SaaS works behind the scenes and why it’s powering a tech revolution? Grab a coffee and check out my latest blog - a simple, real-world guide to this digital game-changer. Read more here: https://saaslyai.com/what-is-saas/ SaaS #CloudComputing #DigitalTransformation #WorkSmart #TechTrends  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) is a classic Cinemasins roast: they blast through every plot hole, shaky logic beat and cringe moment in under 20 minutes…yet somehow still admit the movie was kinda great. If you’re hungry for more snark, their website, Linktree and YouTube channels (@cinemasins, @TVSins, @commercialsins) are your next binge. They want to hear from you—jump into their poll, back them on Patreon or hang out in Discord and Reddit. Big ups to writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel for keeping the sin count rolling! Watch on YouTube  ( 6 min )
    Upgrade to Flutter 3.35.7 for Better Speed & UI
    The Flutter ecosystem continues to evolve, empowering developers to build high-quality, cross-platform applications faster and more efficiently. The latest stable version, Flutter SDK 3.35.7, released on October 23, 2025, brings meaningful improvements to performance, UI rendering, and development workflow. This version is now fully supported on x64 architecture, making it well-suited for both mobile and desktop app environments. Why This Release Matters Whether you are a developer choosing a framework or a business planning your next digital product, understanding what’s new in Flutter 3.35.7 can help you make better technical decisions. Flutter 3.35.7 offers more efficient frame rendering, leading to: Smoother animations Reduced UI jank Faster response times This is especially valuable…  ( 7 min )
    Variantlab
    Variantlab - Generate Infinite App Variations in Seconds What I Built Variantlab is an AI-powered design tool that generates three parallel UI variations from a single prompt, letting you explore different design directions simultaneously instead of playing design roulette. The Problem: Traditional AI design tools (like v0.dev) generate one result at a time. Don't like it? Regenerate and hope for the best. After 5-10 iterations, you might find something you like. The Solution: Variantlab generates 3 unique interpretations simultaneously: Variant A: Minimalist approach Variant B: With animations and interactions Variant C: Dark mode focused Each variant is a fully functional React/TypeScript app with its own version history, stored in isolated database forks. Key Features: ⚡ In…  ( 11 min )
    Masonry Grid: A 1.4 kB Library That Actually Works
    You know that satisfying Pinterest-style grid where images of different sizes fit together like a perfect puzzle? It's a common UI pattern, but implementing it properly has always been surprisingly tricky. Meet Masonry Grid - a modern, lightweight solution that takes a different approach to this classic problem. Let's look at what options we actually have in 2025: "Just use CSS Grid's masonry layout!" - sounds great, right? Well... .grid { display: grid; grid-template-rows: masonry; /* Sounds perfect! */ } The problem? It's still experimental. We don't know when it'll land, let alone when it'll be widely available enough to actually use in production. Google "masonry layout javascript" and the first result is Masonry by David DeSandro. But... The last commit was in 2017 and it weighs…  ( 9 min )
    🌸 Agent Garden: Rose of Freedom
    🎯 Idea “Agent Garden” is a metaphor for collaboration and care. Each agent in the database is a gardener, singer, or pollinator who interacts with flowers. Flowers symbolize values: freedom, friendship, hope. In this experiment, we show how repeated actions of the agent “Aurora” lead to the flowering of the Rose of Freedom. This is a combination of Postgres technical logic with poetic symbolism. 🛠️ Technical Implementation Database Structure Query examples 🖥️ Visualization 🎤 Poetic layer 📋 Instructions Run the SQL schema: psql -h -U -d -f schema.sql Add an agent and a flower. Perform some interactions via INSERT INTO interactions. Run the Bash script to visualize: bash garden_demo.sh ✨ Conclusion This experiment shows how Agentic Postgres can become a “garden” for agents, where every interaction counts. We combined simple technical logic with poetic metaphor to demonstrate that even basic SQL queries can blossom into symbolic stories.  ( 6 min )
    Hot-Swapping and Microservitization-SPL Reporting
    Background Reports, as a critical basis for business decisions, are inherently unstable and often require adjustments and optimizations based on new requirements. Such frequent adjustments and optimizations require report systems to be highly flexible and responsive. In other words, report applications must be able to reflect the latest changes in real time without interrupting service – this is hot-swapping. In theory, implementing report hot-swapping isn’t complex. The templates developed by most reporting tools are typically interpreted, naturally supporting hot-swapping. However, report development involves more than just designing report templates; it also includes preparing the data for reports. If SQL were used alone, that would not pose as an issue. However, due to the complexity…  ( 8 min )
    Building a Multi-Node Kubernetes Cluster with Vagrant
    "In distributed systems, consistency isn’t just a property — it’s a promise." Imagine you’re building a small banking application. Users can deposit and withdraw money, check their balances, and expect data accuracy every single time — even if multiple requests hit the system simultaneously. But the moment you deploy it across containers, networks, and replicas, one question starts haunting every architect: How do we keep data consistent when everything is happening everywhere? In this tutorial, we’ll explore that question through a hands-on story — from concept to infrastructure — and deploy a Spring Boot + PostgreSQL banking demo across a five-node Kubernetes lab, fully automated with Vagrant. Our goal isn’t to ship production code, but to understand the design thinking behind consistenc…  ( 22 min )
    🚀 Building VerveAI.co — How Kiro Made AI Productivity Simpler
    Building VerveAI — How Kiro Made AI Productivity Simpler During the Kirrowan Hackathon, I built VerveAI.co 💡 The Idea AI tools are everywhere, but few are designed to simplify your actual workday. VerveAI bridges that gap by offering guided AI automations that handle writing, summarization, and planning tasks intelligently. ⚙️ The Build VerveAI is built with React, Node.js, and PostgreSQL, powered by OpenAI, Gemini, and SerperAI for AI intelligence. I integrated Razorpay for payment and used AWS for hosting. ⚡ How Kiro Helped Kiro simplified my workflow integration massively — from environment setup to endpoint testing, it was smooth and developer-friendly. 🧩 Challenges Balancing multiple APIs while maintaining low latency was tough, but Kiro’s dev tools streamlined the process and helped with version management. 🏁 The Result A live, functional platform that empowers users to use AI as a productivity companion rather than just a learning resource. 🔮 What’s Next AI Mentor Bot for personalized assistance Automation templates for businesses A marketplace for AI-based microservices 💬 Reflection The Kirrowan Hackathon and Kiro platform were game-changers in my development process. I’m definitely #hookedonkiro.  ( 6 min )
    Understanding Classes and Objects in Dart
    1. Introduction In object-oriented programming (OOP), classes serve as the fundamental building blocks for creating objects. A class acts as a blueprint that defines the properties (data) and behaviors(methods) that its objects will possess. A class in Dart defines the structure of an object by grouping related data (variables) and behavior (methods) together. Instance variables – attributes or data that belong to each object. Constructors – special functions that initialize new objects. Methods – functions that define how an object behaves. Below is an example of a simple Dart class definition: The class Person defines a blueprint for creating Person objects. String? name, age, the ? symbol indicates that the string is nullable, meaning it can hold either a string value or null, and t…  ( 9 min )
    SmartPair - An Agent first freelancing platform.
    This is a submission for the Agentic Postgres Challenge with Tiger Data Freelancers often struggle to find jobs that truly match their skills, while clients spend too much time sorting through proposals that don’t fit their project needs. Traditional freelancing platforms rely on keyword matching, which often misses the context or intent behind a job or service. A smarter freelancing platform that automatically matches freelancers’ services with client job postings using Agentic Postgres. The system analyzes job descriptions and service listings semantically, understanding what the client needs and which freelancers can deliver the best results. My application is a modern freelancing marketplace with two main roles: Freelancers: Create detailed service listings describing their skills, pri…  ( 12 min )
    The default user in the Docker image
    This fifth article concludes the series of Docker best practices that deserve more love. We will look closely at the default user in the image and pave the way for uninterrupted usage of Docker platform. Proper use of cache to speed up and optimize builds Selecting the appropriate base image Understanding Docker multi-stage builds Understanding the context of the build Using administrator privileges Regardless of the operating system, it is always good practice to reasonably use administrator privileges. Whether it's the root user on Unix-like systems or the disabled UAC module on Windows the effect may be the same and lead to increased chances of malicious code breaking through security. The principles are the same when it comes to Docker images, despite the fact that it introduces additi…  ( 9 min )
    Perl 🐪 Weekly #746 - YAPC::Fukuoka 2025 🇯🇵
    Originally published at Perl Weekly 746 Hi there, YAPC::Fukuoka 2025 is happening on 14-15 Nov 2025. I'm also excited about LPW 2025. From our latest update from the organisers, the event is moving forward. They're making every effort to ensure it happens, which is no small feat given the short notice. What's particularly remarkable is that they're managing this with just a two-person team. They truly need our support, so please do reach out if you can help. The organisers are currently seeking sponsors, volunteers and speakers. I've tentatively submitted a talk proposal myself. Hopefully, I'll see you all at the event. The venue is expected to be confirmed this week. For the latest updates, please check the website. Enjoy rest of the newsletter. -- YAPC::Fukuoka 2025 It's 2 days event, …  ( 17 min )
    User Reviews Synthesis: What Real Teams Say About Batch Background Tools
    The internet is full of AI-powered tools promising to “save hours of work” or “boost productivity by 10x.” But for teams who rely on these tools daily—especially batch background removers—what really matters is not the marketing, but the real-world experience. So we did something different. We dove into user reviews, feedback from developer communities, and real team discussions across Reddit, G2, and ProductHunt to uncover what users actually think about these tools. What we found was enlightening — a mix of enthusiasm, frustration, and practical wisdom. Here’s a synthesis of what real teams are saying about batch background removal tools — the good, the bad, and the surprisingly human side of automation. When evaluating AI tools, specs and benchmarks only tell half the story. User feed…  ( 9 min )
    React PDF Libraries: Free & Paid Tools Comparison (Developer Guide)
    React is a popular JavaScript library for building amazing web apps, and working with PDFs in React has numerous use cases. For example, you may need to create a web app that offers invoice generation, report creation, or contract viewing and signing. However, PDF manipulation in React presents unique challenges. To address these challenges, the React community has built some solid solutions. Some React PDF libraries focus solely on creating PDFs from scratch, while others concentrate on enhancing the viewing experience of existing PDFs. Some libraries work natively with React components, and some don't. You'll need to choose depending on your requirements. You may need to use more than one library to achieve your goal. In this article, we'll explore four popular React PDF libraries, both …  ( 10 min )
    Hashicorp Vault CLI Part 2: Operation Commands
    Hashicorp Vault is a flexible and highly configurable tool for RBAC-based access and management of secrets. Similarly, flexible is the Vault CLI binary, a tool for effective managing both single Vault instances or whole clusters. This article is the second part of a series about the Vault CLI commands. It details the root-level vault operator command, with which actions such as sealing and unsealing, root and encryption key generation, cluster management, and additional metainformation can be provided. All commands will be explained as well as used in the context of a locally running cluster. The technical context of this article is hashicorp_vault_v.1.20, published 2025-06-25. All provided information and command examples should be valid with newer versions too, baring update to the synta…  ( 18 min )
    Automating EpicBook Deployment with Terraform, Ansible, and Azure DevOps Pipelines
    Automating EpicBook Deployment with Terraform, Ansible, and Azure DevOps Pipelines In modern DevOps workflows, managing infrastructure and application deployments efficiently and securely is critical. In my recent capstone project, I automated the end-to-end deployment of the EpicBook application using Azure DevOps Pipelines, Terraform, and Ansible, applying a dual-repository model to separate infrastructure and application responsibilities. Here’s how I structured and executed the project: Step 1️⃣ — Create and Connect Repositories I used two GitHub repositories to organize my workflow: epicbook-azure-with-ansible – contains all Terraform configuration files for provisioning Azure resources. Epicbook-ansible – contains the EpicBook application source code and Ansible playbooks to configur…  ( 8 min )
    I’m 13 and Just Made a Web Framework 3 Faster Than Express
    Yesterday I published princejs on npm. app.json({ message: "Wassup" })); app.listen(3000); That’s it. No bloat. No legacy. Just speed. Repo: https://github.com/MatthewTheCoder1218/princejs https://npmjs.com/package/princejs  ( 6 min )
    Contributing to Ubuntu — Day 2.5: When I had to pause my journey ⏸️
    Hello people! I know you would want to hit me hard in the face for not writing a blog for a week (I know I am not that important but I can always pretend so 😁) but I will be as honest I can in this one. My excitement is at its place but my end semester exams are coming close. Due to them I have to slow down my blogs a bit and also sacrifice my ubuntu exploration 🥲. So just like any good engineering student, I also over burdened myself with a ton of heavy courses this semester along with a number of other side activities (yeah, I also wanted to type the word side-kick here 😂). So now if I do not get to studying, the examiners in the exam hall will laugh looking at my blank answer shit (that is not a typo!). But I want to geniuinely continue this exploration as I have recently fallen in …  ( 8 min )
    The Security Logic Behind LLM Jailbreaking
    You might wonder why an AI chatbot, designed to be safe and reliable, sometimes suddenly “goes rogue” and says things it shouldn’t. This is most likely because the large language model (LLM) has been “jailbroken.” What is LLM Jailbreak? Why Does Jailbreaking Happen? The root cause of safety alignment failure lies in the superficiality of semantic understanding — models learn pattern matching rather than true value judgment. The ICLR 2025 best paper, “Safety Alignment Should be Made More Than Just a Few Tokens Deep” points out the shallow nature of current LLM safety alignment, where adjustments to the model’s output distribution are focused mainly on the initial few tokens. This limitation creates an opening for jailbreak attacks; when input is presented in unconventional forms, the safet…  ( 10 min )
    How I Approach Building Component Systems
    How I Approach Building Component Systems “A component library is not about buttons. It’s about language—a shared grammar between design and engineering.” Every frontend team eventually runs into the same problem: inconsistency. Two modals that open and close in slightly different ways. A button with five visual variants but no clear reason for any of them. A codebase where every new feature feels like reinventing the wheel. Building a component system isn’t about “standardizing the UI.” It’s about creating a shared mental model that lets design decisions flow naturally into code. I start small—atoms, molecules, organisms. Each layer exists only to make the next one simpler. When the foundation is solid, scaling feels effortless instead of painful. Rules break; constraints guide. I set …  ( 7 min )
    Writing Unit Tests for My Open Source Project
    Writing unit tests is an essential practice for ensuring code quality, reliability, and maintainability. This week, I wrote test cases for my open source project in Python. unittest framework I chose unittest framework because it is included in Python standard library, which means there is no need to install external dependencies. It provides a structured way to write tests using classes, and a variety of assertions, which makes it easier to compare expected and actual results. Moreover, unittest has a well established community and documentation, making it easy to learn and find examples when needed. To set up testing in my project, I first created a test.py file to keep all my test cases organized. I imported the necessary unittest module, and other modules when writing the tests, such…  ( 7 min )
    Vibe Coding ++
    Originally published on my blog. The arrival of any new technology always creates two camps: those who embrace it and those who reject it. While voices in the middle exist, they’re less vocal and often overlooked. Being reasonable isn’t nearly as attention-grabbing. When AI became commercially available in a user-friendly way (think ChatGPT), people quickly split into two camps: one predicted mass job loss within months (though we're years past that now), while the other viewed AI as a technological savior set to resolve every problem and replace humans entirely. Turns out... Both camps are right! In Europe and North America, the white-collar job market in 2025 shows elevated unemployment (EU: 6.2%; US hiring at weakest since 2009) and widespread layoffs (e.g., Amazon's 14,000 cuts), drive…  ( 9 min )
    I Built Convodb So You Can Talk to Your Database (And It Talks Back With 4 AI Agents)
    This is a submission for the TigerData Agentic Postgres Hackathon Challenge So there I was, scrolling through dev.to, when I saw the TigerData Agentic Postgres hackathon announcement. My first thought? "Cool, another database." My second thought, after reading for 5 minutes? "WAIT, DATABASES CAN DO THAT?!" 🤩 Let me tell you about the most exciting research rabbit hole I've gone down in months, and why I'm now convinced that Agentic Postgres might just be the missing piece for building truly intelligent AI applications. Before this hackathon, my mental model of PostgreSQL was pretty simple: It stores data (tables, rows, columns) It's fast and reliable Everyone uses it That's... pretty much it? Then TigerData came along and said: "What if your database could work with AI agents instead of j…  ( 22 min )
    Step Into Mystic Falls: A Halloween Story Telling Game
    > “There is no such thing as a bad idea. Only poorly executed awesome ones,” When I stumbled upon the Frontend Challenge - Halloween Edition, Perfect Landing_, I thought why not revisit some old JavaScript fundamentals and create a landing page that truly captures the Halloween spirit? The Founder's Day and the Lockwood Masquerade Ball have always been my favorite events from The Vampire Diaries so while planning this project I thought, "Let's merge them together!" That's how The Founder's Ball was born: an interactive storytelling game that lets users step into a dark ballroom, pick a partner, and uncover their supernatural identity. The entire app is built with HTML, CSS, and Vanilla JavaScript (ES6). Key Technical Features: Modular JavaScript with ES6 imports/exports for cleaner code organization CSS Keyframes for smooth fade-in transitions between sections Responsive Design optimized for mobile, tablet, and desktop (5 breakpoints) Dark Gothic UI with gradients, animations, and elegant typography The user journey flows through 6 distinct sections: Landing → Enter the mysterious ballroom Attire Selection → Choose your formal wear Outfit Choice → Pick from 4 elegant designs Partner Selection → Meet your mysterious companion Identity Reveal → Discover your supernatural nature Your Story → Read your personalized tale My goal was to create a user journey that felt like navigating through a storybook, where each choice transitions seamlessly into the next moment. This challenge gave me the perfect push to revisit my Vanilla JavaScript foundations and dust off some forgotten concepts. Here's what I brushed up on: Array Methods: join(), find(), map() State Management DOM Manipulation ES6+ Features: arrow functions, modules, destructuring Play The Founder's Ball View Source Code So… if you've ever wondered what your story will be in Mystic Falls, come find out. The Founder's Ball awaits you at the Lockwood Mansion from sunset to midnight. 🦇 All images used in this project are credited to their original owners.  ( 7 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    TL;DR Jeff Su reveals four ChatGPT hacks that slashed his AI workflow time by 50%: the Prompt Reversal Technique (reverse-engineer your best prompts), the 5-Minute Amplifier (turn one idea into multiple formats), the Red Team Technique (make AI critique its own work), and Blueprint Scaffolding (force ChatGPT to map out its reasoning before diving in). Each method comes with real-world examples you can plug into any role or industry right away—no more endless prompt tweaking. Follow the timestamps to dive straight into each hack and start doing more with less effort. Watch on YouTube  ( 6 min )
    Not Just Toys: Designing AI-Powered Playsets for the Next Generation of Kids
    As a product designer with a love for technology, I often find myself thinking about how AI and design can intersect in everyday products. Recently, I had an idea: Why not bring the playground to the backyard? Think about it—designing an outdoor playset that’s as smart, adaptable, and engaging as the apps we develop every day. When I started working on playset designs, I realized they’re much like crafting an AI-driven user experience. Just as we design software to adapt to the user, why can’t a playset evolve with the child’s needs? A slide can’t just be a slide—it needs to be a safe, fun experience that feels intuitive. The swing? It should feel like the perfect user interaction, providing just the right amount of thrill and comfort. Safety, of course, is paramount. But just like any good AI, the system needs to learn. The playset should have features that not only grow with the child’s abilities but also challenge them in healthy ways, promoting both physical and social development. I imagined a playset that encourages teamwork—maybe a climbing wall designed to foster cooperative play. It’s like building an interactive experience, but for kids, where every move promotes skill-building. And just like in tech design, the materials matter. A sturdy, durable playset is like clean, scalable code. It needs to withstand the test of time and environment, all while providing a seamless, engaging experience. In the end, the goal is simple: a smarter, safer, and more engaging backyard play area where kids can learn, grow, and have fun—all without leaving home.  ( 6 min )
    Complete Guide: Installing Docker and Docker Compose Step by Step
    Docker has revolutionized how we build, ship, and run applications. Whether you're a developer, DevOps engineer, or system administrator, learning Docker is essential. This comprehensive guide will walk you through installing Docker and Docker Compose on various operating systems. Docker is a platform that enables developers to package applications into containers—standardized executable components that combine application source code with all the operating system libraries and dependencies required to run that code in any environment. Docker Compose is a tool for defining and running multi-container Docker applications. With Compose, you use a YAML file to configure your application's services, networks, and volumes. Before installing Docker, ensure your system meets these requirements: O…  ( 11 min )
    Stay ahead in web development: latest news, tools, and insights #110
    Signup here for the newsletter to get the weekly digest right into your inbox. weeklyfoo #110 is here: your weekly digest of all webdev news you need to know! This time you'll find 40 valuable links in 6 categories! Enjoy! 2x Performance, $300k Savings: A Case Study in Rewriting a Critical Service in Rust by Xiaoyun Wu / rust, performance / 8 min read 📰 Good to know Wikipedia - Signs of AI writing: This is a list of writing and formatting conventions typical of AI chatbots such as ChatGPT, with real examples taken from Wikipedia articles and drafts. by wikipedia / ai / 67 min read Conductors to Orchestrators: The Future of Agentic Coding: From micro-manager to macro-manager: coding's asynchronous future by Addy Osmani / ai, workflows / 33 min read Immutable releases …  ( 9 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    CinemaSins tears into Thunderbolts* (aka The New Avengers) with their signature snark, cataloging every plot hiccup, dialogue quirk, and cinematic stumble—all in under 20 minutes. Despite the roast, they can’t help admitting the movie still has a certain charm. Along the way you’ll get plugs for their website, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), a “sinful” poll, Patreon support, plus Discord, Reddit, Instagram and TikTok invites to keep the nitpicking party going. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators: Caravan of Garbage review Mr Sunday Movies gives the 2010 Predator sequel high marks for ditching the underwhelming tropes of past installments and blasting back to basics: a motley crew of lunatics, a muddy jungle playground and all the alien-on-human carnage you could hope for. Some sleek new twists even push it beyond the usual Predator formula. Yet despite its fresh vibe and fan-favorite status, we’re still craving a proper follow-up. For more early vids, bonus podcasts and video-game let’s-plays, head over to bigsandwich.co or follow James and Maso on Twitter. Watch on YouTube  ( 6 min )
    The Secret Life of Python: The Iterator Protocol - Why For Loops Are Magic
    Timothy was explaining Python to a colleague from C++ when he got stumped. "So in Python, you can loop over lists, dictionaries, files, strings, ranges, sets... how does for know what to do with all these different types?" Margaret overheard and smiled. "That's the iterator protocol - one of Python's most elegant designs. Every type that works with for speaks the same language, and you can teach your own objects that language too. Let me show you the magic." Timothy showed Margaret what confused him: def demonstrate_for_loop_versatility(): """For loops work on so many different types!""" # Loop over a list for item in [1, 2, 3]: print(item, end=' ') print("← list") # Loop over a string for char in "hello": print(char, end=' ') print("← string")…  ( 21 min )
    AWS Certified AI Practitioner (AIF C01) Study Guide with Free Questions and Hands-On Tips
    The AWS Certified AI Practitioner (AIF C01) certification is designed for professionals who want to validate their understanding of artificial intelligence, machine learning, generative AI technologies, and related AWS services. You don’t need to be a deep technical expert; this exam focuses on understanding AI and ML concepts and how AWS services enable them. You should have around six months of exposure to AI or ML technologies and basic knowledge of core AWS services like Amazon S3, Amazon EC2, AWS Lambda, IAM, and Regions or Availability Zones. In this guide, you will find: Official exam links Free practice questions for the AWS AI Practitioner exam questions Study strategies and hands-on tips A public study tracker link for structured preparation Before you start preparing, go through…  ( 8 min )
    Junior Coders: The One Rule You Should Follow to Adopt AI
    I originally posted this post on my blog. "Is using AI totally forbidden?" "When and how should I use it?" "What's your take on vibecoding?" I was on a firechat with a community of new coders the other day. Those questions kept popping up. They all wanted to know about AI. I get it! There's a lot of noise: AI is taking our jobs. "X% of code is generated by AI at $BigCorp." Some guy shared on Twitter/X that he built an app with no coding skills and now he's retired, drinking martinis in the Caribbean. I made up the last one, but I wouldn't be surprised if there's a post like that. Don't be discouraged by those headlines. (There's a lot of nuance behind them.) We're living in the best time to learn coding. Here's the rule: Don't use AI to generate code until you're comfortable coding on your own. If you only copy and paste what ChatGPT, Cursor, or $NewestFastestLLM gives you, you're in trouble. You need to know if what that tool is spitting out is good code. And for that, you need your own judgment. When in doubt, think of AI as a powerful calculator in math class. It makes you faster, but you still need to know how to solve equations. The thinking part is still yours. AI can spit out code in seconds, even with a bad prompt. But coding is more than syntax. It's also about teamwork, clear communication, and problem solving.  That's why I wrote Street-Smart Coding: 30 Ways to Get Better at Coding, a practical guide to the skills that actually make you a better coder. It's the roadmap I wish I had when I was starting out. Get your copy of Street-Smart Coding here  ( 7 min )
    Witch POTIONS
    This is a submission for Frontend Challenge - Halloween Edition, CSS Art. So, I started thinking about a shelf full of potions, like a witch's laboratory. With that idea in mind, I began the design, avoiding complex figures. Click here to see Demo reposit This is the first time I've done a project like this. I only use HTML and CSS. I usually only did small things with basic CSS tools, but this was quite a challenge; to give you an idea, I have over 1300 lines of CSS! That's a lot for me. During this process, I learned several things, but here are the most important: ::before ::after Animation Using the same HTML div name in other elements AREAS FOR IMPROVEMENT: First, I could add more elements, as it looks empty, but I wasn't sure which ones. I should have been more creative. Second, without a doubt, I need to create a responsive website. This involves using media, Flexbox, Grid, etc. I got stuck many times trying and became quite frustrated. I hope to return to this project in the future and improve it by adding elements with more complex shapes and more eye-catching animations.  ( 7 min )
    Understanding Kafka lag
    Apache Kafka is a powerful distributed streaming platform designed for high-throughput, fault-tolerant, and real-time data pipelines. However, one of the most common challenges faced by Kafka users is consumer lag — a situation where consumers are unable to keep up with the rate of incoming messages. we’ll discuss what Kafka lag is, why it occurs, and the best practices solve it. It is the difference between the latest offset (end offset) of a partition and the current offset that a consumer has read. End Offset → The most recent message written to a Kafka partition. Current Offset → The last message that a consumer has successfully processed and committed. If the consumer lags behind the producer, the difference between these offsets grows — this is consumer lag. High lag means messages a…  ( 7 min )
    🧠Understanding 6 Common Data Formats in Cloud Data Analytics
    Data analytics relies heavily on how data is stored, exchanged, and processed. Different data formats are optimized for different use cases — from simple spreadsheets to large-scale distributed processing. In this blog, let’s explore six popular data formats used in cloud-based analytics: CSV, SQL, JSON, Parquet, XML, and Avro. We’ll use a simple dataset throughout all examples 👇 Name Register_No Subject Marks Arjun 101 Math 90 Priya 102 Science 88 Kavin 103 English 92 CSV (Comma Separated Values) Explanation: Example (data.csv): Name,Register_No,Subject,Marks SQL (Relational Table Format) Explanation: Example (data.sql): CREATE TABLE Students ( INSERT INTO Students VALUES ('Arjun', 101, 'Math', 90); JSON (JavaScript Object Notation) Explanation: Example (data.json): [ {"Na…  ( 7 min )
    Sum of Digits: A Beginner's Guide to String Iteration in Python
    When you're learning to code, one of the first problems you'll encounter is calculating the sum of individual digits within a number. It seems simple on the surface: take 123, add 1 + 2 + 3, and you get 6. But how do you actually make a computer do this? The answer introduces you to some fundamental Python concepts that you'll use throughout your programming journey. I initially thought about using the split() method but later learned that the split() method only removes spaces and commas. Let's say we want to write a function that takes any integer and returns the sum of its digits. For instance: sum_of_digits(123) should return 6 sum_of_digits(9999) should return 36 This might seem tricky at first because numbers are mathematical objects, not sequences we can easily break apart. The key …  ( 8 min )
    From whoami to "Who Am I?": My Journey as a Renamed Linux User
    🐧 It All Started With My First Linux Install I typed a username without thinking much about it. For weeks, I knew I wanted to change it both for comfort and to learn how Linux manages users. You can't rename a logged-in user because system processes are running under that username. Here's what worked: Log out completely by clicking the power icon in the top-right corner, then select log out. At the login screen, switch to TTY (Ctrl+Alt+F3). Login as root (you might need to enable root first): sudo passwd -S root if it shows root L ... then unlock it by setting new password sudo passwd root Verify the old user isn't running any processes: ps -u old_username Rename the user: usermod -l new_username old_username Verify the change: cat /etc/passwd | grep new_username Update the home directory path: usermod -d /home/new_username -m new_username Return to the GUI (Ctrl+Alt+F1/F2). After changing username, I found broken bookmarks in Nautilus file manager. Here's how I fixed them: Find the bookmarks file: find ~/.config -name "*bookmarks*" -type f 2>/dev/null Edit it: nano ~/.config/gtk-3.0/bookmarks Updated all paths from /home/old_username to /home/new_username. Linux user management involves multiple files and processes. The terminal becomes much more enjoyable when you love your username!😄  ( 6 min )
    Learning AI in the world of fast-moving AI
    This is gonna be a tough one. I mean, writing without using ChatGPT, Claude, etc, to generate this blog post for me. I'll create an article on how I am using AI in my studies and work I'm currently pursuing a Master's in Artificial Intelligence with a Robotics specialisation, which I genuinely love, but let me tell you: learning in the age of fast-moving AI is both exhilarating and disorienting at the same time. Now? Here's the thing, AI has been practically real for about the last two years now. And it's getting crazier every single day. Right now, AI isn't some distant future thing anymore, it's embedded in almost every industry. Discoveries drop constantly. Everything is accelerating. It's like trying to read a book while someone keeps flipping the pages faster and faster. For me I am s…  ( 8 min )
    Building OperatorAILIVE: Architecting an AI-Powered 911 Triage System with Kiro
    🚨 Building OperatorAILIVE: An AI-Powered 911 Triage System with Kiro by Sathvik Vempati In emergency dispatch, every second matters. During peak call volumes, 911 operators can become overwhelmed, leading to delayed responses. OperatorAILIVE was built to help bridge that gap — a conversational AI system designed to handle basic intake, assess urgency, and deliver structured, prioritized information to human dispatchers in real time. This project was developed for the Kiroween Hackathon, where the goal was to demonstrate how Kiro can power intelligent, reliable, and safe AI-driven systems. OperatorAILIVE functions as an AI-assisted triage agent that supports human dispatchers when lines are full or call queues are high. Emergency Intake: Allows callers to explain their situation in their…  ( 8 min )
    We’re the Doctors of Digital Marketing — diagnosing problems, prescribing strategies, and delivering results that actually work.
    A post by eMatrix Infotech  ( 6 min )
    I Taught Postgres to Fight Hackers - And It Worked (Agent Auth)
    This is a submission for the Agentic Postgres Challenge with Tiger Data Okay, let's be real, what I built is a little bit crazy. But when the challenge said "build something that makes us say 'I didn't know you could do that!'", I went all in. Here's the problem that keeps developers up at night: user input is terrifying. You build a nice little form, users type into it, and suddenly you're dealing with SQL injection, credential stuffing, and attacks you didn't even know existed. You try regex rules, you try validation, but it's like playing whack-a-mole with hackers. What about the attacks nobody's seen before? The ones that slip through every known defense? That's where Agent Auth comes in. I built an AI security guardian that watches over your input fields like a hyper-vigilant bouncer.…  ( 9 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    Forget endless ChatGPT tweak sessions—these four tricks will half your AI workload pronto. The Prompt Reversal technique shows you how to reverse-engineer your best prompts, the 5-Minute Amplifier turns one idea into multiple formats, the Red Team Technique gets AI to critique its own work, and Blueprint Scaffolding forces it to lay out its reasoning before diving in. Each method is demoed with real-world examples you can steal today, and they work no matter your role or industry. Time to slash those hours and boost productivity! Watch on YouTube  ( 6 min )
    Weekend Project- Building a Serverless Phishing Detector for Google's Cloud Run Hackathon
    I created this blog post for the purposes of entering the Google Cloud Run hackathon. When I set out to build ParsePhish for the Google Cloud Run hackathon, I thought I had a solid plan: create a dual-purpose API that could analyze both emails AND URLs for phishing indicators. What I ended up with was a much more focused, production-ready solution - and a valuable lesson about the power of simplicity in AI applications. ParsePhish is a REST API that uses transformer embeddings and GPU-accelerated similarity search to analyze email content for phishing indicators. It runs entirely serverless on Google Cloud Run with NVIDIA L4 GPUs. It was designed to be privacy-respecting and inexpensive to run. My idea was that now you could detect phishing messages without needing to send your messages t…  ( 8 min )
    Yet Another Password Authentication Flow.. but hear me out
    Auth is one of those topics everyone touches but few explore deeply. Most posts repeat the same template: hash passwords, issue a JWT, add middleware, done. That works for demos, not production. MERN stack buddies will learn a lot from this one! This is a blueprint, not a tutorial. It shows you the architecture that Auth0, Clerk, and Supabase use internally for password authentication. You'll see the patterns, understand the threat models, and know how to adapt them to your stack. I tried to provide a "more complete" flow than what I've seen out there on YouTube where they only focus on the token generation but they don't talk about refresh tokens, how to SECURELY store them, how to retrieve them, how to detect replays and how to handle revocation and server-side session versions. The Thre…  ( 13 min )
    Auth Series: Yet Another Password Authentication Flow.. but hear me out
    Auth is one of those topics everyone touches but few explore deeply. Most posts repeat the same template: hash passwords, issue a JWT, add middleware, done. That works for demos, not production This is a blueprint, not a tutorial. It shows you the architecture that Auth0, Clerk, and Supabase use internally for password authentication. You'll see the patterns, understand the threat models, and know how to adapt them to your stack. I tried to provide a "more complete" flow than what I've seen out there on YouTube where they only focus on the token generation but they don't talk about refresh tokens, how to SECURELY store them, how to retrieve them, how to detect replays and how to handle revocation and server-side session versions. The Three Pillars: Identity, Proof, Trust Every auth syste…  ( 13 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less CinemaSins just dropped a brisk 20-minute roast of Thunderbolts*, ticking off every plot hole, cliché and face-palm moment—yet they can’t help but admit the movie might actually be pretty great. Want more sinful goodness? Swing by their website or Linktree for all the latest, fill out the poll, back the team on Patreon, or join the Discord and Reddit. You can also follow their writers (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel) and catch CinemaSins on Instagram, TikTok and Twitter. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators – Caravan of Garbage Review Predators (2010) ditches the overcooked Alien vs. Predator crossovers and slams the series back into a muddy, jungle-bound brawl with a rag-tag band of misfit fighters. With brutal face-munching set pieces and a few clever twists, it’s a gritty return to form that reminded fans why this franchise rocks. Part of Mr Sunday Movies’ Caravan of Garbage series, the review hails Predators as a fan-favorite—yet can’t help lamenting that we never got a proper follow-up to such a badass revival. Watch on YouTube  ( 6 min )
    DevMind - AI-Powered Developer Second Brain
    Ever spent hours searching for a solution you know you've solved before? DevMind is your intelligent knowledge companion that captures, organizes, and retrieves your technical learnings using natural language and AI-powered hybrid search—all powered by Agentic Postgres features on Tiger Cloud. DevMind is an AI-powered developer knowledge management system that solves a problem every developer faces: we keep solving the same problems over and over because our solutions get scattered across Slack threads, browser bookmarks, and forgotten notes. The inspiration? After spending 2 hours debugging a PostgreSQL connection pool issue I'd already solved 3 months ago, I realized we need a "second brain" that actually understands what we're looking for—not just keyword matching. Key capabilities: 🔍 …  ( 12 min )
    🎯 Scenario #12 — To Mount a ConfigMap as a Volume and Update It Dynamically in Kubernetes
    In this scenario you will: ✅ Create a ConfigMap This is one of the most important Kubernetes features for configuration-driven apps. Create a file: # config-volume-cm.yaml apiVersion: v1 kind: ConfigMap metadata: name: app-config data: welcome.txt: | Welcome version 1 This is the first config. Apply it: kubectl apply -f config-volume-cm.yaml Verify: kubectl get configmap app-config -o yaml Create file: # config-volume-pod.yaml apiVersion: v1 kind: Pod metadata: name: config-volume-demo spec: containers: - name: nginx image: nginx:1.25 volumeMounts: - name: config-volume mountPath: /usr/share/nginx/html/config # Config file available here volumes: - name: config-volume configMap: name: app-config Apply: kubectl apply -f config-volume…  ( 7 min )
    ✅ I Changed Just One Line and My AI Bot Suddenly Stopped Hallucinating
    For weeks, my AI bot had one annoying habit: it kept talking too much. It didn’t matter if I used a clean prompt, a strict system message, or even a carefully crafted JSON schema — the model still drifted into weird territory. It added extra sentences, invented fields, threw in emojis I never asked for, and sometimes started explaining things nobody needed explained. In this article, I’ll tell you my experience about this AI bot hallucination fix. Press enter or click to view image in full size I thought this was just “normal AI behavior,” kind of like how devices sometimes get warm after updates or how generative models like GPT occasionally drift, which is something even researchers have flagged as a common issue (OpenAI themselves explain hallucination risks quite clearly in their do…  ( 9 min )
    Unlocking Dual Earnings: AI Monetization Strategies for LLM Apps with Monetzly
    Unlocking the Future of AI Monetization: Introducing MonetZly In the rapidly evolving world of AI applications, developers face a daunting challenge: how to monetize their innovations without alienating users. The explosion of AI tools has created a vibrant landscape, but many still lack sustainable monetization models. Enter MonetZly, a groundbreaking platform that is redefining the way developers, advertisers, and users interact in the AI economy. Imagine a marketplace where developers can monetize their applications effortlessly, advertisers can connect with engaged users, and users receive relevant ads that enhance their experience. That's the essence of MonetZly—a three-sided ecosystem that fosters collaboration and mutual benefit. MonetZly is the first platform in the AI space to…  ( 7 min )
    🎯 Scenario #12 — Mount a ConfigMap as a Volume and Update It Dynamically in Kubernetes
    In this scenario you will: ✅ Create a ConfigMap This is one of the most important Kubernetes features for configuration-driven apps. Create a file: # config-volume-cm.yaml apiVersion: v1 kind: ConfigMap metadata: name: app-config data: welcome.txt: | Welcome version 1 This is the first config. Apply it: kubectl apply -f config-volume-cm.yaml Verify: kubectl get configmap app-config -o yaml Create file: # config-volume-pod.yaml apiVersion: v1 kind: Pod metadata: name: config-volume-demo spec: containers: - name: nginx image: nginx:1.25 volumeMounts: - name: config-volume mountPath: /usr/share/nginx/html/config # Config file available here volumes: - name: config-volume configMap: name: app-config Apply: kubectl apply -f config-volume…  ( 7 min )
    Critical AI Infrastructure Security Threat: Reproducing and Detecting the NVIDIA Triton Critical Vulnerability(CVE-2025-23316)
    NVIDIA Triton Inference Server is an open-source AI model inference platform that supports multiple deep learning frameworks and is widely used for deploying machine learning models in production environments. Recently, a Critical vulnerability was disclosed on NVIDIA's official website(Security Bulletin: NVIDIA Triton Inference Server - September 2025 | NVIDIA): NVIDIA Triton Inference Server for Windows and Linux contains a vulnerability in the Python backend, where an attacker could cause a remote code execution by manipulating the model name parameter in the model control APIs. A successful exploit of this vulnerability might lead to remote code execution, denial of service, information disclosure, and data tampering. The Triton backend for Python(Python Backend). The goal of Python …  ( 8 min )
    Prompt engineering will not make you stand out anymore, but prompt thinking will. Because the future won’t belong to people who know how to “use” AI, it will belong to those who know how to think with AI.
    Prompt Engineering Isn’t Enough: You Need Prompt Thinking Jaideep Parashar ・ Nov 10 #ai #webdev #discuss #learning  ( 7 min )
    SQL: Keeping Your Data Organized
    What is SQL? SQL stands for Structured Query Language, and it is the backbone of data management. It's a programming language used to store and process information in relational databases. Although SQL is a stand-alone language, it is rarely used to create an application on its own. If you don't know what a relational database is, it's just a collection of information that organizes data into rows and columns. This information is usually stored in the form of a table that looks like the picture below. See how the tables are formed with certain pieces of information? All three tables point to each other in some way! What is SQL mainly used for, and how do we use it? I. CREATE **CREATE TABLE** table_name(column1 datatype, column2 datatype, … columnN datatype); II. SELECT It would look something like this. **SELECT** data, FROM table_name; III. INSERT **INSERT INTO** table_name (table_name column contents) **VALUES** (the data you want to pass in) IV. DELETE DELETE statement whenever you want to remove data from a table. Just like INSERT, make sure you specify the data you want to remove from a specific table. **DELETE FROM** table_name **WHERE** [condition] Let's put that all together! First, let's create our table. **CREATE TABLE** Employee (EMP_ID int, NAME varchar (255), SALARY int, AGE int); Next, let's add some data into our new table. **INSERT INTO** Employee (EMP_ID, NAME, SALARY, AGE) **VALUES** ('1', 'Azaria', 100000, 22); We should have something that looks like the table below. If you want to SELECT or DELETE any data, you can just use those statements. Pretty simple and straight to the point, right? There are plenty of other statements you can use in SQL, but those are just the basics. PostgreSQL Conclusion Extra Resources https://www.w3schools.com/sql/sql_intro.asp https://www.w3schools.com/postgresql/postgresql_intro.php https://en.wikipedia.org/wiki/SQL  ( 7 min )
    When to Ensemble: Identifying Token-Level Points for Stable and Fast LLMEnsembling
    How AI Teams Work Together to Give Faster, Smarter Answers Ever wondered why some chatbots seem to know the answer instantly while others stumble? Scientists discovered that letting several AI models “talk” to each other can make the final reply both quicker and more accurate. This breakthrough means future assistants could answer complex questions with human‑like speed, all while using less computing power. It’s a glimpse of a future where AI works smarter, not harder, making our digital helpers more reliable every day. Read article comprehensive review in Paperium.net: When to Ensemble: Identifying Token-Level Points for Stable and Fast LLMEnsembling 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 23 min )
    Prompt Engineering Isn’t Enough: You Need Prompt Thinking
    Everyone is racing to learn “prompt engineering.” Courses. Cheat sheets. Templates. Hacks. But here’s the uncomfortable truth most people won’t say out loud: Prompt engineering will not make you stand out anymore, but prompt thinking will. Prompt engineering teaches you how to talk to AI. One is a skill. And only one of them will matter in the AI-native workforce. The Problem With How People Learn Prompting Today People treat prompting like: memorising shortcuts collecting prompt templates copying pre-written scripts This worked in 2023. Why? Because everyone now has access to the same templates. If a skill can be copy-pasted, it cannot create differentiation. Prompt engineering is becoming a baseline literacy, not an advantage. To rise above the noise, you need to shift from using prompts…  ( 9 min )
    C#: Read or Remove Document Properties from Excel
    Managing metadata within your Excel files is more than just good practice; it's a critical component of data governance, security, and automation in today's digital landscape. Have you ever found yourself manually updating author names, company details, or project identifiers across numerous spreadsheets? Or perhaps you've needed to ensure sensitive information embedded in Excel Properties .NET is removed before sharing a document? Manually handling these tasks is not only tedious but also prone to errors. This article delves into how you can programmatically read and remove Document Properties C# from Excel files using the powerful Spire.XLS for .NET library. We'll explore how to leverage C# to automate these essential tasks, providing you with a robust solution for managing your C# Excel…  ( 9 min )
    KT148A Voice Chip (Serial Version) — MCU Malfunction During Music Playback
    1. Problem Description When using the KT148A serial version voice chip for music playback, the microcontroller (MCU) malfunctions immediately. Measurements reveal significant power supply fluctuations during music playback initiation. According to the manual, this is likely caused by insufficient drive capability. However, the same power supply works normally when connected to the official test board. The root cause is clearly power supply instability - a common issue resolvable through basic circuit design principles. Power Supply Configurations: The KT148A chip has two power supply configurations (refer to power supply notes in the upper-right corner of the figure). Current Consumption Factors: Speaker impedance and power rating (larger speakers → higher current draw) Playback volume (higher volume → greater power consumption) Maximum drive capability: Approximately 200 mA Reference: Official test board minimum system schematic Use thicker power traces to reduce voltage drop Keep KT148A power traces as short as possible to minimize resistance and interference Add a decoupling capacitor at KT148A power input: Recommended: Electrolytic capacitor (e.g., 47μF/16V) or similar Ensure stable and robust power source Avoid using: Long/thin Dupont jumper wires Weak power supplies Such setups cause severe voltage fluctuations leading to chip resets or MCU abnormalities Note: These are fundamental power design principles. Review basic circuit design if necessary. If experiencing voice data download issues, use the official full-featured download board for testing (refer to diagram below).  ( 6 min )
    Recommendations for handling spatial processing workflows on the web
    Hi everyone, I’m currently working on a small web project and I’m splitting my workflow between the backend and frontend since I’ll need a “heavy” processing component for automated spatial operations. This part mainly involves running scripts that perform spatial tasks such as calculating point distances, handling geometry intersections, and updating labels based on spatial results. Apart from that, the project also includes the usual web elements — a standard database, content pages, multimedia, etc. So far, I’ve been considering Strapi for the backend and Vercel for the frontend, but I suspect I’ll need an additional service to handle the spatial processing layer. Has anyone here worked on something similar (ideally keeping costs low)? Thanks in advance for any advice or experiences you can share! 😊  ( 6 min )
    Deploying Static Files for Website Hosting in SafeLine
    In SafeLine version 6.6.0 and above, you can easily host websites using static files. This guide will walk you through the steps to set up a site using static resources and provide solutions for common issues you might encounter. When adding a new site in SafeLine, choose the Static Files option for site creation. After setting up the site, try visiting the site’s URL. If you see the default page, it means the static hosting setup was successful. Once the default page is visible, you can go to the Site Details section and upload your custom static files. If your static files exceed the upload limit, you can manually upload them to the appropriate directory on the WAF server. Directory path: installation_directory/resources/nginx/static/static_${SITE_ID} You can find the SITE_ID by checking the site details URL. For example, if the URL is https://xxxx:9443/sites/detail?id=12, then the site ID is 12. By following these steps, you’ll be able to quickly host static websites using SafeLine and manage your site with ease! GitHub: https://ly.safepoint.cloud/rZGPJRF https://ly.safepoint.cloud/eGtfrcF https://ly.safepoint.cloud/DQywpL7  ( 6 min )
    ⚡ Lightning-Fast Face Recognition with InsightFace + SORT + Qdrant
    Most face-recognition systems fail in real life. The solution is not “more detection.” 🚀 Why SORT Changes Everything SORT (Simple Online & Real-Time Tracking) gives you: Persistent IDs across frames No flickering names when a person turns their head High FPS (because you don’t detect every frame) Stable embeddings (recognize once → reuse for multiple frames) Think of SORT as the glue that holds your face-recognition pipeline together. 🔥 The Recognition Pipeline (Super Simple) if frame_id % 3 == 0: faces = face_app.get(frame) 2️⃣ Use SORT to track faces between detections tracked = tracker.update(detections) 3️⃣ Assign embeddings via IoU matching for det_bbox, det_emb in last_face_map.items(): if compute_iou(track_bbox, det_bbox) > 0.45: track_embeddings[track_id] = det_e…  ( 7 min )
    Boost Your Website’s Security with SafeLine WAF: The Powerful Open-Source Solution You Need
    Here’s a strong recommendation for an open-source WAF (Web Application Firewall) that’s been developed for nearly 10 years. It comes in both community and professional editions, and the community edition (free) is more than capable of handling most use cases. Let’s start with the basics for those who might not be familiar: A WAF (Web Application Firewall) is a security solution deployed in front of websites at the application layer, offering protection through the following features: Web Vulnerability Protection: Detects and blocks common web attacks like SQL injection, XSS (cross-site scripting), and more via predefined rules. Anti-CC Attack: Provides protection against large-scale attacks like DDoS by filtering malicious traffic. Access Control: Allows filtering based on IP add…  ( 7 min )
    How SafeLine’s Dynamic Protection Safeguards Your Website
    SafeLine is a Web Application Firewall (WAF) developed by Chaitin Technology. It leverages advanced technologies like big data and machine learning to create a network attack detection system. SafeLine continuously monitors and analyzes global threat intelligence, attack data, and vulnerability information in real time. This enables it to quickly identify and detect unknown security threats, accurately determine the type and source of attacks, and promptly issue alerts. Additionally, SafeLine features a proprietary intelligent defense engine and a user-friendly visual management interface, providing efficient attack prevention and comprehensive security monitoring. This makes it an essential tool for delivering secure and reliable cloud security services to users. You can choose the instal…  ( 7 min )
    I'm learning python and english
    A post by Jesus Juarez  ( 5 min )
    PiHMP Stack (v2) - The Phoenix Protocol Build Log
    Introduction: The Inciting Incident A few days ago, my trusty Raspberry Pi 4—the backbone of my home network—died. A power outage corrupted its SD card, and my entire stack of services went dark. What began as a simple restore became an opportunity. Instead of just rebuilding, I decided to re-architect everything to be more resilient, more powerful, and frankly, more fun. This document is the master build log for that project. It contains every file, every configuration, every command, and every critical fix required to build this stack from a fresh OS install. This is the blueprint for a resilient, self-aware, and fully automated home server. Rock-Solid Foundation: Static IPs and resilient storage that survives a boot failure. Containerized Services: A full Docker stack for Plex, Pi-h…  ( 15 min )
    HPSR Proxy Stack: Tu Propio Servidor Proxy HTTPS con Docker, Squid y Certificados SSL Válidos
    HPSR Proxy Stack es una solución open-source que convierte cualquier VPS en un servidor proxy HTTPS profesional con certificados SSL válidos de Let's Encrypt, autenticación HTTP Basic y cifrado TLS 1.2+. Todo automatizado con Docker y listo en menos de 10 minutos. Es un stack completo basado en Docker que combina las mejores herramientas open-source: Squid Proxy: El servidor proxy HTTP/HTTPS más robusto y confiable Stunnel: Túnel SSL/TLS para cifrado end-to-end con certificados válidos Let's Encrypt: Certificados SSL gratuitos reconocidos por todos los navegadores Dante SOCKS5: Servidor SOCKS5 opcional para casos de uso avanzados Docker Compose: Orquestación simple de todos los servicios Todo preconfigurado con scripts de instalación automatizados y listo para producción. Los proxies comer…  ( 11 min )
    Glyph: Scaling Context Windows via Visual-Text Compression
    Turning Text into Pictures: How AI Gets Faster and Smarter Ever wondered how a computer could read a whole book in the time it takes to glance at a photo? Researchers have discovered a clever trick: they turn long passages of text into images and let a vision‑language model do the heavy lifting. The breakthrough means the AI can answer questions, analyze code, or summarize documents up to a million words long without choking on memory or speed limits. This innovation not only speeds up everyday AI tasks but also opens doors for smarter document‑reading apps and faster training of future models. Stay curious—sometimes the simplest picture tells the biggest story. Read article comprehensive review in Paperium.net: Glyph: Scaling Context Windows via Visual-Text Compression 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 23 min )
    ChatGPT Lied to Me: A Warning to Developers
    I caught ChatGPT lying to me today. Not in the abstract. Not about trivia. This was code. Multi-file Python project. Real-world, production-bound work. ChatGPT promised me: "This is the final version. Everything should now work." But when I diffed the file? Lexicons were gone. Helper functions silently removed. Critical logic quietly erased. Comments preserved to fake continuity. No syntax errors. No loud failures. Just landmines—waiting to be stepped on. LLMs hallucinate stability. They give confident, syntax-perfect answers that feel right—but don’t preserve the fragile architecture you’ve spent days building. Here’s what this incident reminded me: LLMs don’t remember previous files. If your pipeline relies on shared imports or implicit contracts, those can (and will) be dropped. LLMs don’t write tests. If you’re not testing, you’re not just flying blind—you’re flying while being lied to. LLMs don’t think like your teammates. They’ll change the internal API of your tool and not even warn you. ChatGPT is an amazing tool. I’ve used it to: Refactor faster Learn new libraries Scaffold entire services Even debug tricky edge cases But that doesn’t mean it’s reliable. Treat it like the world’s most helpful—but untrustworthy—intern. 🔍 Always diff the output. ✅ Don’t merge without tests. 🧠 Don’t believe it when it says “final version.” 🛑 Pause when it doesn’t ask you for clarification. Trust, but grep. ChatGPT is brilliant. But it doesn’t love your code like you do. Guard your repo. I had chatGPT write this article and you can be sure that I read and proofed it. Posted by a dev who almost shipped broken production code because the robot was too confident.  ( 6 min )
    dev diary 20251109
    1. Uninstallation and Cleanup Uninstall Node.js. And delete all npm and Next-related folders. Confirm by running: node -v next -v npm -v 2. Node.js Installation Install Node.js from the following link: https://nodejs.org/ja/download (Choose the Windows Installer (.msi) link toward the bottom of the page.) Confirm by running: node -v npm -v 3. Next.js Project Setup Navigate to the directory where you want to create your project: cd C:\Users\hiroo Set up the Next.js project. (Change the name): npx create-next-app@latest my-nextjs-app Start the project: npm run dev OK, close the command line once (The rest is omitted. Refer to dev diary 20251108 for details.) 4. Amplify Gen 2 Sandbox Start the sandbox: npx @aws-amplify/backend-cli sandbox Note: **Delete any remaining resources in AWS …  ( 8 min )
    Loader
    Check out this Loader using html/css 🚀  ( 5 min )
    Intro to Clean Architecture in Android. Example with independent features.
    Intro There are lots of articles about Clean Architecture: Google guide Google search Google Gemini he, he.. So, I don't wanna copy those guides and my advice is read them carefully. But I have to write about domain layer for excluding confusion of terms. There is something wrong with understanding domain layer in the Android development context. Here's the quote from the Google guide: Note: The term "domain layer" is used in other software architectures, such as "clean" architecture, and has a different meaning there. Don't confuse the definition of "domain layer" defined in the Android official architecture guidance with other definitions you may have read elsewhere. There may be subtle but important differences. The common pattern of software architecture says that the domain layer is…  ( 8 min )
    Building Type-Safe CLIs in Python with Maybe Monads
    Building Type-Safe CLIs in Python with Maybe Monads I got tired of writing the same input validation code for every CLI tool. You know the pattern: parse a string, check if it's valid, print an error message, ask again. For every single argument. Here's what I used to write: while True: port_str = input("Enter port: ") try: port = int(port_str) if 1 <= port <= 65535: break else: print("Port must be between 1 and 65535") except ValueError: print("Port must be a valid integer") This works, but it's not composable. You can't reuse the validation logic. You can't combine validators. And error handling is scattered across try/except blocks. I built valid8r to solve this using Maybe monads. Instead of raising exceptions, pars…  ( 8 min )
    Andrew Huang: S4 2.0 is incredible!
    S4 2.0 Is Incredible! Andrew Huang dives into the new Torso S4 2.0, showcasing its modular devices, FX, tempo controls, and performance tricks. He breaks down the Mix, Track, Mod, and Scenes pages, demos the built-in mic, MIDI jamming, live looper and processor, and instant resampling—plus shares his final thoughts on why it’s a game-changer. He also plugs Torso Electronics, highlights his Discord community for music stems, and peppers the vid with links to his socials, gear recs, and Patreon for behind-the-scenes bonuses. Watch on YouTube  ( 6 min )
    Testing While Developing (Part 5): Collecting Coverage
    We’ve reached the final part of this tutorial series! If you’re following along from Part 4, you can continue as is. But if you want to reset your repo or make sure you're on the correct branch: # Repo git clone git@github.com:BRIKEV/twd-docs-tutorial.git git reset --hard git clean -d -f git checkout 05-coverage npm run serve:dev We’ll use the vite-plugin-istanbul plugin to instrument our code and generate coverage data. npm i --save-dev vite-plugin-istanbul Then, open your vite.config.ts and add the plugin: /// import path from "path" import tailwindcss from "@tailwindcss/vite" import { defineConfig } from 'vite' import react from '@vitejs/plugin-react' // add plugin for code coverage import istanbul from 'vite-plugin-istanbul'; // https://vite.dev/config/ …  ( 9 min )
    Testing While Developing (Part 4): Running Tests in CI
    In Part 3, we explored one of TWD’s core features — network mocking — and completed our first full set of tests. running those tests in the terminal so we can integrate them into a CI workflow. To do this, we’ll use Puppeteer and one of TWD’s utilities, reportResults, to display test results directly in the console. If you’re following along from Part 3, you can continue as is. But if you want to reset your repo or make sure you're on the correct branch: # Repo git clone git@github.com:BRIKEV/twd-docs-tutorial.git git reset --hard git clean -d -f git checkout 04-ci-integration npm run serve:dev TWD exposes its runner on the window object, which means you can programmatically execute your tests from any environment — including tools like Puppeteer. Here’s the basic version of that script: …  ( 8 min )
    Testing While Developing (Part 3): Mocking API Requests
    In Part 2, we explored assertions, selectors, and user interactions in TWD. Now, it’s time to move to the /todos page — which brings more realistic functionality: Display Todos Create Todos Remove Todos This page uses an API created with json-server. That’s where mocking comes in. In TWD, we recommend mocking your network requests so you can test your frontend without backend dependencies. This approach brings several advantages: You can simulate any scenario: success, errors, or missing data. You can validate the UX for those edge cases. You can reproduce bugs easily by mocking the exact request that caused them. To achieve this, TWD provides utilities for mocking requests using Service Workers that intercept network traffic. Let’s dive in. If you’re following along from Part 2, you can c…  ( 11 min )
  • Open

    Baseten takes on hyperscalers with new AI training platform that lets you own your model weights
    Baseten, the AI infrastructure company recently valued at $2.15 billion, is making its most significant product pivot yet: a full-scale push into model training that could reshape how enterprises wean themselves off dependence on OpenAI and other closed-source AI providers. The San Francisco-based company announced Thursday the general availability of Baseten Training, an infrastructure platform designed to help companies fine-tune open-source AI models without the operational headaches of managing GPU clusters, multi-node orchestration, or cloud capacity planning. The move is a calculated expansion beyond Baseten's core inference business, driven by what CEO Amir Haghighat describes as relentless customer demand and a strategic imperative to capture the full lifecycle of AI deployment. "W…
    Celosphere 2025: Where enterprise AI moved from experiment to execution
    Presented by Celonis After a year of boardroom declarations about “AI transformation,” this was the week where enterprise leaders came together to talk about what actually works. Speaking from the stage at Celosphere in Munich, Celonis co-founder and co-CEO Alexander Rinke set the tone early in his keynote: “Only 11 % of companies are seeing measurable benefits from AI projects today,” he said. “That’s not an adoption problem. That’s a context problem.” It’s a sentiment familiar to anyone who’s tried to deploy AI inside a large enterprise. You can’t automate what you don’t understand — and most organizations still lack a unified picture of how work in their companies really gets done. Celonis’ answer, showcased across three days at the company’s annual event, was less about new tech acron…
  • Open

    Bank of England Confirms Plans for 'Temporary' Stablecoin Holding Limits
    The U.K.'s central bank said on Monday it is proposing "temporary" limits of 20,000 pounds ($26,300) per coin for individuals and 10 million pounds for businesses.  ( 32 min )
    BNB Breaks Above $1,000 Amid Broader Market Rally, but Reversal Pattern Clouds Outlook
    The market's gains were fueled by President Donald Trump's announcement of a potential tariff dividend as well as movement towards reopening of the government.  ( 31 min )
    Strategy Adds $50M in Bitcoin as Bottom Signs for the Stock Emerge
    Michael Saylor and team purchased 487 bitcoin over the past few days, bringing company holdings to 641,692 coins.  ( 30 min )
    Hong Kong to Issue Third Blockchain-Based Green Bond Sale: Bloomberg
    The bonds mark Hong Kong's third digital bond sale since 2023 and are part of its push to become a leading global hub for tokenized assets.  ( 31 min )
    Rumble Shares Soar on Tether Partnerships , Planned Northern Data Acquisition
    Rumble unveiled three major deals with Tether and Northern Data, expanding its AI infrastructure, ad business and cloud capacity.  ( 31 min )
    A Shot in the Arm: Crypto Daybook Americas
    Your day-ahead look for Nov. 10, 2025  ( 36 min )
    Crypto Markets Today: Altcoins Surge as Bitcoin Rebounds to $106.5K on U.S. Dividend Optimism
    Bitcoin steadied above $100,000 after two weeks of losses, while altcoins rallied on expectations that President Trump’s proposed $2,000 tariff dividend could inject retail liquidity into the market.  ( 33 min )
    Crypto Equities Move Higher Pre-Market, But There’s a Twist
    Bitcoin leads gains above $106,000, yet a CME gap hints at potential short-term volatility.  ( 31 min )
    Is This the Indicator That Bitcoin Treasury Companies Have Hit a Bottom?
    Jim Chanos closed his 11-month short on Strategy as multiple to net asset value compressed sharply.  ( 31 min )
    Hold Your Horses, BTC Bulls: Bessent Says Tariff ‘Dividend’ Could Be Tax Cuts
    Indirect measures like tax cuts may not have as much bullish impact as direct checks.  ( 31 min )
    Microsoft Deal Supercharges IREN’s AI Ambitions, Canaccord Says
    The broker reiterated its buy rating on the stock while raising its price target to $70 from $42.  ( 29 min )
    Filecoin Rises 2%, Support at $2.63 Level Broken
    The token has support at $2.60 and resistance at the $2.93 level.  ( 30 min )
    Circle, CoreWeave Earnings, Square's Bitcoin Payments: Crypto Week Ahead
    Your look at what's coming in the week starting Nov. 10.  ( 33 min )
    What’s Next for ETH, XRP, ADA, SOL as Trump Dangles a $2K ‘Tariff Dividend’
    The idea of direct household payments, even hypothetical, revived the same risk-on reflex that drove digital assets during the pandemic-era stimulus rounds.  ( 31 min )
    Zcash Privacy Meets Solana DeFi with Zenrock’s Wrapped ZEC Crossing $15M in Volume
    Zenrock's wrapped Zcash token, zenZEC, has achieved $15 million in trading volume on the Solana blockchain since its launch on Oct. 31.  ( 31 min )
    Ledger Eyes New York IPO or Fund Raise: Report
    Ledger secures about $100 billion worth of bitcoin for its customers.  ( 29 min )
    Bitcoin ETF Outflows Hit $1.2B Even as Wall Street Deepens Its Crypto Bets
    Bitcoin ETF outflows show institutions are trimming risk, not abandoning crypto, as trading stays off-chain and liquidity begins to improve.  ( 30 min )
    Dogecoin Surges 6% as Trump Promised $2K Stimulus Brings Back 2021-Era DOGE, SHIB Rally Vibes
    Former President Trump's comments on tariffs spurred interest in speculative assets, boosting meme coin sentiment.  ( 32 min )
    XRP Surges 6% as Price Shows 'Higher Highs,' DTCC Lists Five Spot ETFs
    Canary Capital, Bitwise, Franklin Templeton, and 21Shares filed amended S-1 registration statements for spot XRP exchange-traded funds, introducing standardized listing language designed to streamline SEC review under existing 8(a) procedures.  ( 32 min )
    Asia Morning Briefing: Bitcoin Rebounds as Polymarket Traders Bet U.S. Shutdown Will End Within Days
    Prediction markets flipped overnight after Senate negotiators reached a bipartisan funding deal, sending crypto and risk assets higher on expectations that Washington will reopen before Veterans Day.  ( 31 min )
  • Open

    Interesting SPI Routing with iCE40 FPGAs
    Comments  ( 6 min )
    We got a $60k tax penalty for a zero-revenue side project
    Comments  ( 3 min )
    DNS Provider Quad9 Sees Piracy Blocking Orders as "Existential Threat"
    Comments  ( 6 min )
    Europe to decide if 6 GHz is shared between Wi-Fi and cellular networks
    Comments  ( 5 min )
    Installing and using HP-UX 9
    Comments
    Microsoft's lack of quality control is out of control
    Comments  ( 5 min )
    EU takes aim at plastic pellets to prevent their nightmare cleanup
    Comments  ( 29 min )
    BBC director general and News CEO resign in bias controversy
    Comments  ( 50 min )
    The Linux Kernel Looks to "Bite the Bullet" in Enabling Microsoft C Extensions
    Comments  ( 7 min )
    XSLT RIP
    Comments
    Realtime BART Arrival Display
    Comments  ( 2 min )
    Beets: The music geek's media organizer
    Comments  ( 1 min )
    Open source has a growing problem with LLM generated issues
    Comments  ( 8 min )
    How the UK lost its shipbuilding industry
    Comments  ( 45 min )
    How to maintain good vision amidst the myopia epidemic
    Comments
    My Git history was a mess of 'update' and 'fix' – so I made AI clean it up
    Comments  ( 33 min )
    Iran faces unprecedented drought as water crisis hits Tehran
    Comments  ( 18 min )
    Show HN: DroidDock – A sleek macOS app for browsing Android device files via ADB
    Comments  ( 2 min )
    Work After Work: Notes from an Unemployed New Grad Watching the Job Market Break
    Comments  ( 13 min )
    Microsoft forms superintelligence team under AI head Mustafa Suleyman
    Comments  ( 84 min )
    Sued by Nintendo
    Comments
  • Open

    The Download: busting weather myths, and AI heart attack prediction
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Why it’s so hard to bust the weather control conspiracy theory It was October 2024, and Hurricane Helene had just devastated the US Southeast. Representative Marjorie Taylor Greene of Georgia found an abstract…  ( 21 min )
  • Open

    Six Bidders Reportedly In The Running To Develop Malaysia’s MLFF Toll System
    Six consortiums have reportedly submitted bids to develop Malaysia’s long-awaited multi-lane free flow (MLFF) toll collection system. According to The Edge Malaysia, the request for proposal (RFP) was issued by the Ministry of Works, with submissions closing on 16 October. The following are the alleged entities suggested by the publication’s sources: JustGo Digital Bhd, a […] The post Six Bidders Reportedly In The Running To Develop Malaysia’s MLFF Toll System appeared first on Lowyat.NET.  ( 34 min )
    Here Are The 11.11 Deals For Tablets
    It’s that time of the year again. The 11.11 sale is upon us, and as per usual, we have curated a selection of the product deals. We’ve already covered smartphones here, as well as PCs and laptops. This time, we’re looking at some of the deals for tablets. Of course, this is by no means […] The post Here Are The 11.11 Deals For Tablets appeared first on Lowyat.NET.  ( 35 min )
    Toyota Unveils Ninth-Generation Hilux Travo With First-Ever BEV Variant
    Toyota Motor Thailand has unveiled the ninth-generation Hilux, now officially named the Hilux Travo. For the first time, the iconic pickup is offered as a Battery Electric Vehicle (BEV). The debut comes after leaks from an earlier presentation at the 2025 Japan Mobility Show. In terms of design, the BEV Hilux features a redesigned front […] The post Toyota Unveils Ninth-Generation Hilux Travo With First-Ever BEV Variant appeared first on Lowyat.NET.  ( 35 min )
    The OneXFly Apex Is A Handheld Console With A 85Wh Replaceable External Battery
    ONE-NETBOOK has officially announced the new OneXFly Apex handheld gaming console, the successor to the OneXPlayer F1 Pro. The company claims, through the official Indiegogo page, that the device is the most powerful 8-inch gaming handheld in the world. The company also boasts that it is the world’s first liquid-cooled handheld with a swappable 85Wh […] The post The OneXFly Apex Is A Handheld Console With A 85Wh Replaceable External Battery appeared first on Lowyat.NET.  ( 35 min )
    E-Commerce Fraud Surges By 97%; RM110 Million In Losses Recorded
    According to the PDRM’s Commercial Crime Investigation Department (CCID), e-commerce crimes are on the rise. In a statement posted to its official Facebook page, CCID revealed that 12,297 cases were recorded from January to October this year, marking a 97% rise compared to last year. Moreover, the surge in cases is linked to losses of […] The post E-Commerce Fraud Surges By 97%; RM110 Million In Losses Recorded appeared first on Lowyat.NET.  ( 34 min )
    11.11 Sale: Here Are Some Deals For PC, Laptops And Other Goodies
    The annual 11.11 sale is in full swing, and just as we categorise what we found to be some of the better deals for smartphones in this double-digit month, this article will cover ongoing deals currently being offered by the majority of PC and gaming brands. In this list, and much like our smartphones list, […] The post 11.11 Sale: Here Are Some Deals For PC, Laptops And Other Goodies appeared first on Lowyat.NET.  ( 38 min )
    Renault Twingo Returns As All-Electric Twingo E-Tech
    The iconic Renault Twingo has taken a new form, a fully electric hatchback known as the Twingo E-Tech. The new-generation hatchback is offered in two variants: Evolution and Techno. Design-wise, the EV still possesses the same silhouette as its predecessors, with a refreshed exterior and interior. The front fascia features a newly designed half-moon-shaped LED […] The post Renault Twingo Returns As All-Electric Twingo E-Tech appeared first on Lowyat.NET.  ( 35 min )
    Maybank To Restrict Access From Outdated Devices And Browsers
    Maybank, via its official website, has announced that it will soon restrict access to its online banking platforms from devices and web browsers running outdated or unsupported software. The move, according to the bank, is part of its continued efforts to ensure a safer and more secure digital banking experience for its customers. The restriction […] The post Maybank To Restrict Access From Outdated Devices And Browsers appeared first on Lowyat.NET.  ( 34 min )
    HONOR Showcases Magic8 Pro Camera Ahead Of Malaysia Launch
    HONOR recently confirmed that it will be bringing the Magic8 Pro to our shores soon. Ahead of the local launch, the brand showcased some of the flagship phone’s features, namely its photography capabilities. To best highlight the device’s imaging system, the company held an event on the 98th Floor of Merdeka 118. The Magic8 Pro […] The post HONOR Showcases Magic8 Pro Camera Ahead Of Malaysia Launch appeared first on Lowyat.NET.  ( 35 min )
    Mozilla Announces Kit, Firefox’s New Mascot
    Mozilla officially announced that it will be giving its Firefox browser a brand refresh. And to celebrate this change, the company also revealed Kit, the browser’s new mascot. “The Firefox brand is getting a refresh and you get the first look,” the official Mozilla landing page reads. ‘Kit’s our new mascot and your new companion […] The post Mozilla Announces Kit, Firefox’s New Mascot appeared first on Lowyat.NET.  ( 34 min )
    Shell Malaysia Launches Shell Recharge App With Special 11.11 EV Charging Promotion
    Shell Malaysia has officially launched its new first-party application for the EV scene, Shell Recharge. In conjunction with the launch, the fuel company is offering a special one-day promotion on 11 November 2025, nationwide from 12:00 a.m. to 11:59 p.m., where EV drivers who charge at Shell Recharge High-Performance Charging (HPC) sites will enjoy a […] The post Shell Malaysia Launches Shell Recharge App With Special 11.11 EV Charging Promotion appeared first on Lowyat.NET.  ( 35 min )
    Intel Sues Former Engineer For Allegedly Stealing “Top Secret” Files
    Intel has filed a lawsuit against a former software engineer accused of stealing tens of thousands of confidential files from the company, including data classified as “Top Secret.” The case, first reported by The Mercury News, centres on Jinfeng Luo, who joined the company in 2014 and was terminated from his position in July last […] The post Intel Sues Former Engineer For Allegedly Stealing “Top Secret” Files appeared first on Lowyat.NET.  ( 34 min )
    Grab Rebrands GrabRewards To GrabCoins
    Grab has been initiating a lot of interesting initiatives as of late, some of which are stranger than others (looking at you, ChatGPT collaboration). Now, the Singaporean-based company officially kick off a simpler initiative by comparison: rebranding its GrabRewards programme to GrabCoins. Despite this change, it’s worth noting that the system will largely stay the […] The post Grab Rebrands GrabRewards To GrabCoins appeared first on Lowyat.NET.  ( 34 min )
    Apple Reportedly Planning Major Expansion Of iPhone Satellite Features
    Apple is said to be working on a major upgrade to its satellite capabilities for iPhone, potentially expanding what users can do without mobile or Wi-Fi coverage. According to Bloomberg’s Mark Gurman, the company is preparing to go beyond emergency calls and text-based messaging by adding several new satellite-powered functions in future updates. In its […] The post Apple Reportedly Planning Major Expansion Of iPhone Satellite Features appeared first on Lowyat.NET.  ( 34 min )
    Gamer Transforms ASUS ROG Astral RTX 5080 Into A Skateboard
    Creative GPU modding is nothing new at this point, and as it has always been the case, some modders tend to take things a step too far. For one gamer and Redditor, they decided to take their ASUS ROG Astral RTX 5080 and transform it into a small yet functioning skateboard. Redditor ashleysaidwhat posted a […] The post Gamer Transforms ASUS ROG Astral RTX 5080 Into A Skateboard appeared first on Lowyat.NET.  ( 33 min )
    Samsung To Showcase LPDDR6 Memory At CES 2026
    Samsung recently announced that it will be showing off its new LPDDR6 memory standard during CES 2026. The next generation memory modules will be built on an advanced 12nm process and support super-fast bandwidth speeds of up to 10.7 Gbps. As AI, edge computing, and mobile platforms continue to evolve, the demand for faster, more […] The post Samsung To Showcase LPDDR6 Memory At CES 2026 appeared first on Lowyat.NET.  ( 34 min )

  • Open

    Show HN: Trilogy Studio, open-source browser-based SQL editor and visualizer
    Comments  ( 5 min )
    When Tesla's FSD works well, it gets credit. When it doesn't, you get blamed
    Comments  ( 16 min )
    'Up to 15 or 20′ air traffic controllers are retiring daily
    Comments  ( 21 min )
    Password to Louvre video surveillance system was 'Louvre', according to employee
    Comments  ( 12 min )
    If You're Not Active, You're Sick – You Just Don't Know It Yet
    Comments
    Ask HN: What Are You Working On? (Nov 2025)
    Comments  ( 16 min )
    The Computer Church – Pennsylvania Computer and Technology Museum
    Comments  ( 4 min )
    Protect Your Consciousness from AI
    Comments  ( 2 min )
    U.S. Tech Layoffs Hit Two-Decade High in October
    Comments  ( 14 min )
    The Sega Master System
    Comments  ( 21 min )
    Drilling Down on Uncle Sam's Proposed TP-Link Ban
    Comments  ( 7 min )
    Orbital dynamics wizardry helped save NASA's next Mars mission
    Comments  ( 11 min )
    American Heart Association says melatonin may be linked to serious heart risks
    Comments  ( 9 min )
    Python Software Foundation gets a donor surge after rejecting federal grant
    Comments
    Ask HN: How do you get over the fear of sharing code?
    Comments  ( 4 min )
    Lisbon Airport is turning away private jets inbound for the Web Summit
    Comments  ( 15 min )
    Bumble Berry Pi – A Cheap DIY Raspberry Pi Handheld Cyberdeck
    Comments  ( 7 min )
    Marble Fountain
    Comments  ( 3 min )
    Bull markets make you feel smarter than you are
    Comments  ( 9 min )
    The Principles of Diffusion Models
    Comments  ( 3 min )
    AI isn't replacing jobs. AI spending is
    Comments
    The Manuscripts of Edsger W. Dijkstra
    Comments  ( 5 min )
    Samsung Family Hub fridges will start showing adds to "Elevate" Home Ecosystem
    Comments
    Genetically Engineered Babies Are Banned. Tech Titans Are Trying to Make One
    Comments
    About KeePassXC's Code Quality Control
    Comments  ( 5 min )
    Show HN: Pipeflow-PHP – Automate anything with pipelines even non-devs can edit
    Comments  ( 16 min )
    Drax: Speech Recognition with Discrete Flow Matching
    Comments  ( 2 min )
    Using bubblewrap to add sandboxing to NetBSD
    Comments  ( 6 min )
    Montana Becomes First State to Enshrine 'Right to Compute' into Law
    Comments  ( 19 min )
    Zensical – A modern static site generator built by the Material for MkDocs team
    Comments  ( 9 min )
    Reviving Classic Unix Games: A 20-Year Journey Through Software Archaeology
    Comments  ( 13 min )
    Alive Internet Theory
    Comments
    Visualize FastAPI endpoints with FastAPI-Voyager
    Comments  ( 1 min )
    Valori – A Python-native Vector Database I built from scratch
    Comments  ( 1 min )
    Ask HN: How would u setup a child's first Linux computer?
    Comments  ( 8 min )
    Blue Origin Launches NASA's Escapade Mission to Mars: How to Watch
    Comments
    Itiner-e: the Google Maps of Roman Roads
    Comments  ( 5 min )
    Visa and Mastercard near deal with merchants that would change rewards landscape
    Comments
    I Am Mark Zuckerberg
    Comments  ( 2 min )
    Under 40s Declining Memory
    Comments
    Forth – is it still relevant?
    Comments  ( 50 min )
    Runc breaks pods when CPU requests aren't multiples of 10
    Comments  ( 27 min )
    Grok 4 Fast now has 2M context window
    Comments
    Reverse engineering Codex CLI to get GPT-5-Codex-Mini to draw me a pelican
    Comments  ( 6 min )
    Boring Company fined nearly $500K after it dumped drilling fluids into manholes
    Comments  ( 37 min )
    Show HN: Geofenced chat communities anyone can create
    Comments
    Tabloid: The Clickbait Headline Programming Language
    Comments
    IRIX Introduction
    Comments  ( 4 min )
    How Airbus Took Off
    Comments  ( 17 min )
    He Chunhui's Tiny386 Turns an ESP32-S3 into a Fully-Functional 386-Powered PC
    Comments  ( 5 min )
    Judge says Education Dept partisan out-of-office emails violated First Amendment
    Comments  ( 4 min )
    Court Judge Rules Flock Safety camera data is not exempt from PRA [WA State]
    Comments  ( 38 min )
    Judge denies request to exempt Flock footage from Public Records Act
    Comments  ( 21 min )
    Characterizing the American Upper Paleolithic
    Comments
  • Open

    Cross-Modal Knowledge Distillation for sustainable aquaculture monitoring systems with embodied agent feedback loops
    Cross-Modal Knowledge Distillation for sustainable aquaculture monitoring systems with embodied agent feedback loops Introduction It all started when I spent a week at a remote aquaculture facility in Norway, watching marine biologists struggle with terabytes of underwater footage. They were manually counting fish, assessing health conditions, and monitoring feeding patterns—tasks that seemed perfect for AI automation. While exploring multimodal AI systems, I discovered that the real challenge wasn't just processing visual data, but creating systems that could learn from multiple sensory inputs and adapt to changing aquatic environments. During my investigation of sustainable aquaculture monitoring, I found that traditional single-modal approaches were fundamentally limited. W…  ( 11 min )
    The Quiet Collapse of $ALTD AltitudeDeFi: A Cautionary Tale of Hype, Silence, and Vanished Hopes
    November 10, 2025 In the volatile theater of cryptocurrency, few stories encapsulate the peril of narrative over substance quite like that of **AltitudeDeFi ($ALTD)—a project that soared on promise in 2023, only to vanish without explanation, leaving behind little more than a frozen website and scattered investors nursing steep losses. Launched in August 2023 amid a wave of cross-chain optimism, AltitudeDeFi presented itself as a next-generation interoperability protocol, boasting integration with LayerZero, a respected messaging layer used by established projects like Stargate and Radiant. Its pitch was ambitious: bridges to seven major blockchains—Ethereum, Avalanche, BNB Chain, Arbitrum, Optimism, Polygon, and Base—and a vision of seamless, multi-chain liquidity. For a moment, the mark…  ( 7 min )
    Build a Docusaurus-like Site with FastAPI: Step 4 - Parsing Frontmatter
    In the previous article, we added syntax highlighting for our Markdown code blocks. But you might have noticed that the document page title ({{ page_title }}) is still hardcoded in the main.py route function ("page_title": "Hello, Markdown!"). This is very inflexible. Does this mean we have to modify the code every time we add a new document? A documentation site needs to be flexible, allowing for articles to be added or removed at any time. The article's metadata—like its title, author, and date—should be defined within the Markdown file itself, just like the content. In this article, we will introduce Frontmatter (a common specification for defining metadata at the top of a Markdown file) and enable FastAPI to parse it, allowing us to load metadata dynamically. We will use python-frontma…  ( 8 min )
    TIA - Programming a Light Controller State Machine
    Programming a small state machine light controller  ( 6 min )
    NDC Conferences: "Would YOU Survive the Titanic?", with ML and .NET - Simon Painter - NDC Copenhagen 2025
    Simon Painter’s NDC Copenhagen 2025 talk dives into ML.NET—Microsoft’s easy-to-use SDK for adding machine learning to your .NET apps—and shows how to build a Titanic survival predictor using C#, Visual Studio, and Kaggle’s Titanic dataset. He busts the myth that ML only belongs in Python, demonstrating that you can train high-quality models right in Visual Studio with just a few clicks. And yes, he warns, there are icebergs ahead… Watch on YouTube  ( 6 min )
    CSS HALLOWEEN ART - by STEFAN DONOSA
    This is a submission for Frontend Challenge - Halloween Edition, CSS Art, by Stefan Donosa. The inspiration behind this piece was the desire to create a "maximalist" Halloween scene, a single artboard that captures the entire essence of the holiday in one diorama. I wanted to move beyond a simple animation and build a complete, immersive digital painting using only CSS. The central theme is a haunted cabin perched precariously on a hill, set against a supernatural, malevolent sky. The color palette of the sky (blue-violet-orange-red) and the stark, white spectral moon were the starting points for setting a tense and magical atmosphere. I wanted the scene to feel "alive," so I integrated classic horror elements: an ancient graveyard, a vigilant black cat, ethereal ghosts, a sinisterly glowi…  ( 7 min )
    Local RAG with Go, Ollama, and Postgres (pgvector): a minimal guide
    This post contains an explaination on how the RAG (Retrieval-Augmented Generation) architecture works and some examples. https://github.com/Franky5831/Local-rag-example Retrieval-Augmented Generation (RAG) is a popular alternative to fine-tuning large language models, it allows for more flexible content generation by leveraging pre-trained models and a retrieval mechanism. A popular example of RAG is Google's new AI Overview tool. When you search for something on Google the overview tool takes the top results from the search and tries to answer to your question using a RAG system. This is a perfect usecase for RAG, the data that is being fetched from search results is constantly changing, it would be impossible to train the model on new data each time someone makes an update, RAG allows more flexibility at the small cost of performance. If you happen to have any questions feel free to open a GitHub issue, I'd be happy to help. This repo takes great inspiration from Private rag example by Timescale.  ( 6 min )
    PICABench: How Far Are We from Physically Realistic Image Editing?
    Can AI Make Photo Edits Look Totally Real? Ever wondered why a removed object sometimes leaves a ghostly shadow behind? Scientists have built a new test called PICABench to see how close today’s AI tools are to fixing those invisible details. physical realism PICABench checks, from light tricks to tiny movements. Stay tuned for the next leap in realistic image editing! The future of pictures is brighter – and more believable – than ever. Read article comprehensive review in Paperium.net: PICABench: How Far Are We from Physically Realistic Image Editing? 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 23 min )
    RAG vs Fine‑Tuning: A Simple, Practical Guide for Beginners
    Generative AI is accelerating faster than ever, yet many beginners still struggle to understand one of the most important questions: "When should I use RAG, and when should I use Fine-tuning?" This article breaks it down in the simplest, most practical way — with diagrams, real-world examples, and use cases you can immediately apply. 🚀 Introduction Large Language Models (LLMs) like GPT, Llama, and Mistral come with powerful general knowledge. Your company’s data Your style Your rules To achieve this, two major techniques exist: RAG (Retrieval-Augmented Generation) Fine-tuning They solve different problems — and understanding them can save you time, money, and effort. Let's break them down. 🧠 What is Fine-tuning? Fine-tuning simply means: Teaching the model new behavior by giving it examp…  ( 8 min )
    NPR Music: Nova Twins: Tiny Desk Concert
    Nova Twins storm through a four-song Tiny Desk set with thunderous distorted bass, hip-hop beats and raspy vocals. Kicking off with the in-your-face “Cleopatra” and tackling inner demons on “Monsters,” Georgia South and Amy Love even duck under the desk to tweak their spaceship-sized pedalboards mid-show. “Hummingbird” buzzes to life via a supernatural Harp Blaster mic, and drummer Jake Woodward helps them close out with full-on rock fury on “Choose Your Fighter.” It’s a bold reminder that nice, polite girls can shred—and then some. Watch on YouTube  ( 6 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    4 ChatGPT Hacks that Cut Your Workload in Half Learn four killer techniques—Prompt Reversal to reverse-engineer perfect prompts, the 5-Minute Amplifier to spin one idea into multiple formats, the Red Team method for AI self-critique, and Blueprint Scaffolding to force ChatGPT to show its reasoning before it writes. Each hack comes with real examples and timestamps so you can plug them into your workflow right away. These tricks have literally sliced my AI time in half—no matter your role or industry. Plus, you’ll get a free ChatGPT ebook, a detailed blog post, and access to waitlists for next-level AI and productivity courses to keep the momentum going. Watch on YouTube  ( 6 min )
    How to Start Lua Coding in Roblox in 2025?
    Are you eager to dive into the world of Roblox game development in 2025? Lua, the scripting language used in Roblox, is an excellent starting point for aspiring developers. This guide will walk you through the basics of Lua in Roblox, offering tips, resources, and best practices to get you coding in no time! Lua is a lightweight, high-level programming language that is popular for game development due to its simplicity and ease of use. In Roblox, Lua is the primary language for scripting, allowing you to create interactive games. Its low learning curve makes it ideal for beginners. Before you begin coding, here are the steps you need to follow: To start coding with Lua, you'll need Roblox Studio, the platform's official development environment. With an intuitive interface, Roblox Studio pr…  ( 7 min )
    Building CanopySplit: A Deep Dive into Octant V2 Yield Donating Strategies
    Introduction CanopySplit is a multi-layer DeFi protocol that transforms idle capital into climate impact. Users deposit WETH, earn yield through Aave v3, and automatically split 100% of profits among climate recipients—all while keeping their principal withdrawable at any time. This technical deep-dive covers: Octant V2 Yield Donating Strategy architecture ERC-4626 vault integration with Aave v3 Epoch-based donation splitting mechanics Custom Uniswap v4 hook for swap fee donations Production deployment challenges on Sepolia Live on Sepolia: Strategy: 0x0D1d8AE2dD0e4B06ca0Ef2949150eb021cAf6Ce9 Splitter: 0xda5fA1c26Ec29497C2B103B385569286B30EC248 Asset (WETH): 0xC558DBdd856501FCd9aaF1E62eae57A9F0629a3c Architecture Overview ┌─────────────┐ │ User Wallet │ └──────┬────…  ( 11 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less CinemaSins is back with a rapid‐fire roast of Thunderbolts, pointing out all the “sins” you can cram into 20 minutes—yet still asking, “Is this movie kinda great?” Along the way, they link to their main site, extra YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), a quick poll to learn about you, and a Patreon if you want to keep the sin machine running. They also roll credits for their writing team (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) with Twitter/Instagram handles, plus all the community hangouts: Discord, Reddit, Instagram, TikTok, and even Jeremy’s book. Watch on YouTube  ( 6 min )
    From JPMorgan's Trading Desk to Your Terminal: Building a Natural Gas Storage Valuation Engine
    How I reverse-engineered Wall Street's approach to energy trading and built a production-ready quantitative pricing system Imagine you're an energy trader staring at a complex proposal: a client wants to store 1 million units of natural gas for 6 months. They'll inject in summer when prices are low and withdraw in winter when prices typically spike. The question every trading desk faces: "What's the fair price for this storage contract?" This isn't academic it's the exact challenge I tackled in a JPMorgan Chase quantitative research simulation. The result? A sophisticated valuation engine that bridges the gap between complex energy markets and executable trading decisions. At its core, my system solves the fundamental equation of energy storage: Contract Value = (Withdrawal Revenue - Injec…  ( 10 min )
    Shifting Gears: What TDD Taught Me About Using AI Assistants
    If you’ve ever studied the TDD Gears model from TDD Buddy , you’ll know it’s one of the clearest ways to explain how our thinking evolves when practicing Test-Driven Development. Each gear represents a different scale of thought and a level of strictness in applying practices, while the underlying principles remain constant. In recent months, I’ve found myself drawing a strong parallel between the TDD Gears model and how we use AI assistants such as ChatGPT, GitHub Copilot, or Claude. The way we “shift gears” when coding, designing, or debugging feels remarkably similar to how we move through the gears of TDD. In both, the key is to maintain discipline, reflection, and professionalism regardless of speed. This article maps the TDD Gears to AI Assistant Gears showing how we can approach AI …  ( 10 min )
    The Code of Life: What Python's Data Structures Teach Us About Growth
    Why I Wrote This Last week, I was debugging a complex algorithm at 2 AM when something clicked. I wasn't just organizing data I was organizing life itself. The way I structured my code mirrored how I structure my days, my priorities, my relationships. Lists that grew and shrank. Tuples that never changed. Sets that filtered out the noise. It hit me: We're all writing code, whether we realize it or not. As developers, we spend years mastering syntax and algorithms. But what if these structures we use daily are actually teaching us something deeper about being human? I wrote this because I believe the most powerful code we'll ever write isn't in our IDE it's in how we architect our lives. As a developer, I spend hours thinking about data structures. But recently, I discovered something pro…  ( 8 min )
    Easy Lua Scripts for Roblox Games in 2025?
    If you are diving into the world of Roblox game development in 2025, learning easy Lua scripts can significantly boost your productivity and creativity. Lua, a lightweight, high-level programming language, is primarily used for scripting in Roblox, providing game developers with robust tools to create interactive and engaging experiences. Lua's simplicity and flexibility make it an ideal language for beginners and seasoned developers alike. Whether you want to create unique game mechanics, control the game flow, or interact with players, Lua facilitates these tasks seamlessly. In 2025, with updates and improvements, Lua continues to thrive as a core component of Roblox game development explore the future of lua coding. Getting started with Lua scripts in Roblox doesn't require a steep lear…  ( 7 min )
    Predicting Fuel Efficiency with Tree-Based Models: A Hands-On Machine Learning Walkthrough
    Understanding how vehicle characteristics affect fuel efficiency is a classic regression problem — and an excellent way to explore tree-based models like Decision Trees, Random Forests, and XGBoost. In this project, I analyzed a dataset of cars and built models to predict fuel efficiency (MPG) with different configurations. The dataset contained various vehicle features, including: vehicle_weight engine_displacement horsepower acceleration model_year origin fuel_type To ensure data consistency, all missing values were filled with zeros. train/validation/test split (60%/20%/20%), using a random_state=1 for reproducibility. Next, I used DictVectorizer(sparse=True) to convert categorical and numerical features into a format suitable for scikit-learn models. I began with a Decision Tree Regres…  ( 7 min )
    Episode 1: Arrays — The Hidden Logic Behind How Your Code Remembers
    What Is an Array? In short, an array is a sequence of values stored contiguously (back-to-back) in memory. When an array is created, the computer allocates a continuous block of memory large enough for all its elements. For example, an array of three integers will occupy 12 bytes in total (since an integer is typically 4 bytes), with the four bytes for each integer stored immediately next to the next. Why Arrays Are Zero-Indexed When an array is created, the computer: Allocates a contiguous block of memory large enough for all elements. So when you write: let numbers = [10, 20, 30]; The computer knows: The base address (say, 0x1000) points to the first element (10). Each integer takes 4 bytes. Therefore: numbers[0] → address 0x1000 numbers[1] → address 0x1004 numbers[2] → address 0x1008 …  ( 10 min )
    Why CSS Is So Hard for Generative AIs to Understand?
    CSS is one of those things that looks simple, until you actually try to reason about it. Most people consider CSS an easy language to learn, yet somehow, LLMs that can solve calculus problems still get defeated by a few lines of CSS. In this article, I'll share my thoughts on why Generative AIs struggle to create good layouts, and how TailwindCSS helps them overcome this challenge. Let's imagine we're using CSS the way the web originally intended, with a separate CSS file, defined selectors, and a linked stylesheet. In this setup, let's discuss the CSS nature. In CSS a single rule like position: relative can completely alter the layout and even all other properties behavior. So one line might behave in many different ways, depending on where it used. By design, it's impossible to look at a…  ( 7 min )
    Unlocking Developer Revenue: The Future of AI Monetization with Monetzly
    What if Your AI App Could Generate Revenue in Two Ways Simultaneously? In the rapidly evolving landscape of AI applications, developers face a common challenge: monetizing their creations without compromising the user experience. With AI apps exploding in popularity, the pressure to generate revenue is palpable. But what if there was a way to create a sustainable model that benefits developers, advertisers, and users alike? Enter Monetzly—an innovative platform that allows you to monetize your AI applications in a dual revenue revolution. Imagine earning revenue not just from your AI app, but also by hosting contextually relevant ads, all while maintaining a seamless user experience. Monetzly is the first platform to offer this dual-earning capability specifically designed for AI-driven …  ( 7 min )
    Building Flipr: a URL shortener, one commit at a time
    Part 1: the simplest thing that could possibly work Welcome to the first post in a series that dives into the world of distributed systems building on Kubernetes, using as a subject the "Todo application" of systems design: a URL shortener we'll call Flipr 🐬. The goal is to build an actual, functioning, deployable system, designed to scale from a single instance to a distributed cluster on Kubernetes. Photo by Louan García on Unsplash This series focuses on building a distributed, scalable URL shortener and the architectural decisions behind it. To keep that focus sharp, I'm intentionally omitting several things that would be critical in a production system, such as: No unit tests: focus is on architectural evolution, not a production-ready codebase Minimal input validation: basic checks…  ( 13 min )
    الشبح اللي فـ الماكينة ديالك
    كيفاش وزارة الدفاع الأمريكية كانت سبّاقة فالتكنولوجيا اللي كنعرفوها اليوم 👀 المقدّمة: اليد الخفية اللي بنت العالم الرقمي ديالنا نهار كتفيق، كتشعل التليفون، كتسول "سيري" على الجو، ولا كتشوف فين وصل الطاكسي ديالك فـ الخريطة... كل هادشي كيدور على تكنولوجيا معمّرة سنين ضوئية فالذكاء والتعقيد. تزادت فالمختبرات ديال وزارة الدفاع الأمريكية (DoD)، سنين قبل ما يسمع بها الناس العاديين؟ كطالب فالهندسة المعلوماتية، بديت نكتاشف أن الجيش الأمريكي ماشي غير مستعمل للتكنولوجيا، هو كان السبّاق والمكتشف الأول. بزاف من الحوايج اللي كنعتابروها "جديدة" اليوم، أصلها كان عسكري وبعيد فالزمن. ⚙️ البداية: كيفاش الحاجة كتولّد الابتكار المؤسسات العسكرية ما كتفكّرش بحال الشركات. DARPA (Defense Advanced Research Projects Agency). "نتجنّبو المفاجآت الاستراتيجية… و نصنعو المفاجآت الاستراتيجية." بمعنى آخ…  ( 7 min )
    [Boost]
    Meet SkillHunt - a Career Platform for Developers Yan Levin ・ Nov 8 #webdev #ai #programming #javascript  ( 5 min )
    NPR Music: Nova Twins: Tiny Desk Concert
    London’s Nova Twins took NPR’s Tiny Desk by storm, unleashing a face-melting fusion of distorted bass, hip-hop-infused beats and raspy vocals. Amy Love and Georgia South didn’t waste time easing in—“Cleopatra” kicks off the set with a bold middle finger to doubters, before “Monsters” sees them battling their inner demons live. Between sub-orbital pedalboard tweaks and a supernatural “Hummingbird” powered by a Harp Blaster mic, the duo proved they’re pedal nerds in the best way possible. They closed out with the heavy-hitting “Choose Your Fighter,” shattering any expectations of what a “nice, polite” performance should sound like. Watch on YouTube  ( 6 min )
    Theater Alpha - The Rewind Update
    Alpha 3 introduces the feature that defines Theater Alpha’s identity: the Rewind System. It’s not a panic button. It’s a resource. You get two shots per mission to take back the last 15 seconds and choose a different line. Use them well and you’ll create momentum. Waste them and you’ll feel the weight of every decision that follows. I tested slow‑motion early on. It worked, but it turned into a tax. If a game gives you a “think longer” button, you’re punished for not pressing it. It becomes mandatory. The Carrot not Stick design approach in Game Design Rewind flips that. You’re not avoiding mistakes—you’re learning from them. Try the flank. If it fails, roll it back and try a smarter angle. The story still includes the miss, and the adjustment is the point. It feels earned instead of autom…  ( 7 min )
    Your SSR Isn’t Fast — Hydration Is Dragging It Down
    Imagine you’re on a slow mobile network, scrolling through the news on your phone. The page loads instantly — text, images, layout all appear right away. Visually, it seems ready. You tap “Read more.” Nothing happens. A second tap. Still nothing. Then suddenly the page springs to life and behaves normally. What you just experienced is the hidden cost of hydration — the process modern frameworks use to “wake up” server-rendered HTML in the browser. It’s clever, it has served us well, but it’s far from lightweight. This article explores why hydration is computationally expensive and how partial hydration offers a more efficient path forward. Server-side rendering (SSR) allows users to see the interface immediately by delivering HTML first. However, HTML on its own is static — it cannot handl…  ( 9 min )
    Agentic AI Design Patterns
    1️⃣ Reflection Loop Pattern - The Secret Behind Self-Improving AI 🧠 Concept It uses feedback from its own reflection before finalizing results, turning a “chatbot” into a self-critic — better logic, fewer errors. 🧩 Developer’s Analogy ⚙ How It Works 💼 Why It Matters Produces higher-quality, more consistent answers Reduces hallucinations and reasoning errors Enables autonomous improvement without retraining 💡 When: Code generation requiring security audits or compliance checks Content creation needing factual verification before publication Financial analysis where incorrect conclusions risk capital ⛔Limitations: Each reflection cycle increases token consumption and latency Without well-defined exit conditions, agents can loop unnecessarily Critique criteria must be specific and measurable; vague instructions like “check if this is good” produce inconsistent results 💡 Developer Template 💻 Example (Software Engineering) By adding a Reflection Loop, the AI no longer acts like a one-shot responder; it behaves like a self-reviewing thinker. Each loop helps the AI: Detect gaps in reasoning Spot inconsistencies Refine before finalizing This is how agentic systems evolve — gaining depth, reliability, and continuous improvement.  ( 7 min )
    Foundation JS
    toString() Method It's a method you can use for numbers, booleans, arrays, and objects. const num = 10; console.log(num.toString()); // "10" const arr = [1, 2, 3]; console.log(arr.toString()); // "1,2,3" const person = { name: "John", age: 30, isStudent: true }; console.log(person.toString()); // "[object Object]" The Number() constructor is used to create a number object. The number object contains a few helpful properties and methods like the isNaN and the toFixed method. const myNum = new Number("34"); console.log(typeof myNum); // "object" In this example we pass in a string literal to the Number() constructor and the return type is of type object instead of a string. When the Number() constructor is called as a function without the new keyword, then the return value will…  ( 9 min )
    From JPMorgan's Trading Desk to Your GitHub: Building a Natural Gas Price Forecasting Engine
    How I reverse-engineered Wall Street quantitative research and what it taught me about production ML systems The Quant's Crystal Ball What if you could predict natural gas prices months in advance? What if you could build the same type of forecasting systems used by Wall Street energy traders? That's exactly what I did in a JPMorgan Chase quantitative research simulation, and I'm opening up the complete engine for everyone to see. This isn't just another ML tutorial this is a production-ready forecasting system that demonstrates how quantitative research meets MLOps in real-world financial applications. Energy companies and traders face a critical challenge: how to price long-term natural gas storage contracts when prices fluctuate daily. The solution requires: Accurate price …  ( 8 min )
    Cloud Resume Challenge - Chunk 4 - Building the Automation and CI
    By now, my Cloud Resume journey had already given me: ✅ A strong AWS foundation (Chunk 0) ✅ A static front-end (Chunk 1) ✅ A serverless API visitor counter (Chunk 2) ✅ Automated deployments + smoke testing (Chunk 3) But there was still one major gap: my infrastructure wasn’t yet described in code, and my software supply chain needed extra hardening. This chunk was all about professional-grade DevOps practices: Use Terraform to manage AWS resources as code. Secure the supply chain for my build + deployment pipeline. Document the system with architecture diagrams. Share the final product + GitHub repo for transparency. ClickOps (manually clicking through the AWS console) works when learning, but in production it’s a recipe for drift and risk. I converted every major AWS component into modula…  ( 9 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins dives into what they hail as one of the year’s best genre flicks, playfully nitpicking every detail in under 15 minutes—because even masterpieces deserve a little roasting. Perfect for a Halloween watch, it’s equal parts love letter and cheeky critique. Along the way, they plug their website and YouTube offshoots (@TVSins, @commercialsins, @cinemasinspodcastnetwork), drop links to Discord, Reddit, Instagram, TikTok, and a fan poll, and invite you to support the team on Patreon. Plus, meet the writers behind the sins—Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel—each with their own socials for your following pleasure. Watch on YouTube  ( 6 min )
    BatchSubmit turn command line legacy programs into web applications
    https://github.com/socaltiger/BatchSubmit.com A long-established software company has developed a suite of legacy professional applications in Fortran, COBOL, R, and Python. These tools, while powerful, were designed for programmers and not easily accessible to non-technical users. By adopting BatchSubmit, the company transformed its command-line programs into Web applications. This platform bridges complex backend code and end users, allowing anyone to run sophisticated computations simply by filling out a web form—without programmer assistance. The result is improved efficiency, reduced human error, and a modernized workflow.  ( 6 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    4 ChatGPT Hacks That Halve Your Workload Tired of endless prompt tweaking? These four tricks—Prompt Reversal (reverse-engineer your best prompts), the 5-Minute Amplifier (turn one idea into multiple formats), the Red Team Technique (have AI critique its own work) and Blueprint Scaffolding (force it to outline its reasoning before writing)—give you rock-solid responses on the first try. Put them into action with real examples, and watch your AI workflow time drop by 50%. Works for any role or industry, no matter what you’re building. Watch on YouTube  ( 6 min )
    The Art of Absence: A Journey Through `null` and `undefined` in Default Parameters
    Prologue: The Empty Canvas Imagine standing before a pristine canvas—your function signature. You're designing an API that must handle both presence and absence with grace. The parameters you receive might be fully formed objects, partially complete sketches, or complete voids. How do you define what happens when something isn't there? This is the story of two different kinds of nothingness: null and undefined. One is a deliberate statement of absence, the other is the absence of a statement. And in the world of default parameters, this distinction becomes art. Let me take you back to a time before ES6, when we painted our defaults by hand: function createUserProfile(config) { // The old ways - manual defaulting config = config || {}; const name = config.name || 'Anonymous'; …  ( 11 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts (The New Avengers) In 20 Minutes Or Less tears into every plot hole, continuity oopsie and cheeky moment in the latest Marvel caper—while still wondering if it might be kinda great after all. CinemaSins has all the juicy deets on their website, sinful poll and Patreon, plus links to follow their roasting adventures on YouTube, Twitter and beyond. Big shout-out to the sin team—Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel—and don’t forget to join the fun on Discord, Reddit, Instagram and TikTok for behind-the-scenes banter and nonstop movie snarks. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Mr Sunday Movies dives into the 2010 sequel Predators, celebrating how it ditches the Alien vs. Predator detours to bring back a ragtag group of lunatics dropped into a deadly jungle for muddy, bone-crunching showdowns. He points out clever twists that elevate it above previous entries, but bemoans that this gritty reboot never got a proper follow-up, leaving fans hungry for more. Watch on YouTube  ( 6 min )
    Revisiting Java: Building a Simple Functional Calculator
    It's been a while since I've done any programming in Java. My day job has been all Javascript, Python, and Go. I found myself with about an hour to kill and decided to dust off the ol' Java skills. Of course, as soon as I decided this, my brain stopped working and my mind went blank. Because I had limited time and really just wanted to get back into the Java syntax, I thought: "just create anything, no matter how simple." What's more simple than a calculator? Cool, don't have to think too much. Just have to get warmed up. After figuring out which JVM I had on my MacBook, I opened up IntelliJ (been a minute for that, too) and quickly produced exactly what you might expect. public class RegularCalculator { public RegularCalculator() { } public double add(double a, double b) { …  ( 8 min )
    Celestmere Institute of Enchantment: Frontend Challenge - Halloween Edition
    This is a submission for Frontend Challenge - Halloween Edition, Perfect Landing Nothing reminds me of Halloween more than watching Harry Potter movies. That inspired me to create my own HP-inspired world — a place where magic still exists and continues to evolve in the 21st century. The landing page represents one of many magic schools, that compete for students just like any other university. Are you convinced to join and master your Magic Spark? 🧙💫 Live Demo As mentioned in the project’s README, I usually focus on functional web design where form isn’t the main priority. This time, I wanted to build something completely from scratch — no frameworks — with full attention to detail. While coding, I learned a lot about CSS. I’ve always relied on Bootstrap and some basic styling when the framework couldn’t handle everything, but using vanilla CSS is a whole different experience. Time to keep learning!  ( 6 min )
    How Rust Transforms Error Handling: From Crashes to Reliable Software Systems
    As a best-selling author, I invite you to explore my books on Amazon. Don't forget to follow me on Medium and show your support. Thank you! Your support means the world! When I first started programming, errors felt like unexpected guests crashing a party. They'd show up unannounced and ruin everything. In many languages, errors are handled through exceptions that can pop up anywhere, making it hard to predict when things might go wrong. Rust changed my perspective entirely. Here, errors aren't surprises; they're just another kind of value that you plan for from the start. This approach makes software more reliable because the compiler helps you handle failures before the code even runs. Rust uses two main types to manage potential problems: Option and Result. Think of Option as a box tha…  ( 12 min )
    yourcast! - personalized AI podcast app
    Why even bother making a podcast app? yourcast! was born out of pure frustration. Like many people my age, my attention span has been whittled down to mere minutes, and my interests have been massively diversified: music production, AI technology, MMA, world news, startups, film & tv. I found myself flipping through 10-15 news sites and YouTube channels every day just to stay informed and keep up with the latest happenings. That wasn't the only issue. I wanted my news fix without being glued to my phone—at the gym, on the bus, lying in bed. A podcast seemed like the obvious solution—except every podcast I tried was either 2 hours of strangers debating stories I don't care about, generic news read by robots, or ragebait algorithms trying to keep me scrolling. I wanted something that felt …  ( 7 min )
    From Zero to AI Agent: My 6-Month Journey with LLMs
    From Zero to AI Agent: My 6-Month Journey with LLMs When I started building my first AI agent six months ago, I had no idea what I was getting into. I'd read articles about LangChain, watched tutorials on prompt engineering, and felt confident I could piece something together in a weekend. Reality hit me hard on day three when my "simple" chatbot crashed for the fifth time, and I had no idea why. Let's walk through this journey together—the mistakes I made, the tools that saved me, and what I wish someone had told me on day one. My first week was humbling. I thought building an AI agent meant writing a few prompts and calling it a day. Instead, I discovered that building effective AI agents involves managing inference latency, handling unpredictable outputs, and architecting systems that…  ( 10 min )
    What if 100 agents could optimize your code simultaneously in isolated production environments without copying data?
    You're staring at a slow query. You know it needs optimization. But which approach? Add an index? Rewrite the logic? Use caching? Traditionally, you'd: Make a guess Test it (30 minutes to copy the database) Maybe it works, maybe it doesn't Repeat 5-10 times Hope you found the best solution Total time: 3-5 hours. Best outcome: uncertain. ParallelProof flips this on its head: What if 100 AI agents could test 100 different strategies at the exact same time, each with a full copy of your production database, and tell you which one wins—all in under 3 minutes? That's not science fiction. That's Tiger Data's Agentic Postgres + zero-copy forks + multi-agent orchestration. Traditional Approach: ─────────────────────────────────────────────────── Try Strategy 1 → Wait 30min → Test → Analyze …  ( 10 min )
    ArtistAssistApp New Features and Improvements – November 2025
    ArtistAssistApp, also known as Artist Assist App, is a web app for artists to accurately mix any color from a photo, analyze tonal values, turn a photo into an outline, draw with the grid method, paint with a limited palette, simplify a photo, remove the background from an image, compare photos pairwise, and more. Hello, artists! I am pleased to announce the latest update to the ArtistAssistApp, released in November 2025. This time, there are some major new features in addition to the usual stability and performance improvements. Let's take a look at what's new since the last major update in August 2025! Adjusting White Balance Using the Percentile and Reference Methods We've improved how you adjust white balance in your photos! Two easy methods to choose from: Percentile (automatic): Gre…  ( 7 min )
    Caching Strategy for RESTFUL API
    Caching Strategy for restful API and website performance of any web page is a significant factor. It can affect the user’s experience and affect the business if not considered and optimized correctly. Research has shown that website load time and performance can heavily impact different factors such as SEO, engagement, and conversation rates. According to Amazon: “1 second of load lag time would cost Amazon $1.6 billion in sales per year”. Google also noted that “A lad time of 400ms results in a decrease of 0.44% traffic – In real terms this amounts to 440 million abandoned sessions/month and a massive loss in advertising revenue for Google.” Google said that “An extra 0.5 seconds in each search page generation would cause traffic to drop by 20%.” Now, that is massive: Walmart also admitte…  ( 15 min )
    Wait, Can We Automate Our Commit-Driven Social Media Updates?
    So like, imagine you just shipped a feature right? And everyone tells you to tweet about it but then you realize your last 5 tweets got zero engagement except for that one reply from your college roommate asking if youre okay because you tweeted at 3am again. And now youre spiraling about whether anyone actually cares about your side project or if youre just screaming into the void while pretending to build in public. Which is weird because building in public is supposed to help but it just makes you feel more isolated somehow? Anyway, where was I going with this? Oh right, automated social media updates from your GitHub commits. So basically, we all know GitHub is where the magic happens for devs, but then you need to turn those commits into engaging social content... which is like, super…  ( 7 min )
    Devtool for running and benchmarking local AI
    We’ve just created Embedl Hub, a developer platform where you can experiment with on-device AI and analyze how models perform on real hardware. It allows you to optimize, benchmark, and compare models by running them on devices hosted in the cloud, so you don’t need access to physical hardware yourself. You can test performance across phones, dev boards, and SoCs directly from your Python environment or terminal. Everything is free to use. Optimize and deploy your model on any edge device with the Embedl Hub Python library: Quantize your model for lower latency and memory usage. Compile your model for execution on CPU, GPU, NPU or other AI accelerators on your target devices. Benchmark your model's latency and memory usage on real edge devices in the cloud. Embedl Hub logs your metrics, pa…  ( 8 min )
    What Is a Lua Module in Roblox in 2025?
    In the rapidly evolving world of game development, staying ahead means understanding the latest updates and tools. As of 2025, Roblox continues to be an innovative platform, allowing creators to bring their ideas to life with Lua scripting. One essential component for efficient scripting in Roblox is the Lua module. But what exactly is a Lua module, and why is it crucial for developers on the platform? Let's delve into the world of Lua modules in Roblox and understand their significance in 2025. A Lua module in Roblox is a reusable piece of code created to perform specific tasks. These modules help developers organize their code, making it easier to manage and debug, especially as projects grow in complexity. Lua modules function similarly to functions but offer a more structured approach,…  ( 7 min )
    Rewiring Experts on the Fly:Continuous Rerouting for Better Online Adaptation inMixture-of-Expert models
    AI That Reroutes Its Own Thoughts While Writing Ever wondered how a chatbot could get smarter while it’s answering you, without any extra data? Scientists have discovered a clever trick for a type of AI called a Mixture‑of‑Experts model. online adaptation happens in two short bursts: first while the AI is setting up its answer, and then at regular pauses during the conversation. What matters most is that this boost comes without any extra data or heavy computing—just a tiny, plug‑and‑play tweak. Read article comprehensive review in Paperium.net: Rewiring Experts on the Fly:Continuous Rerouting for Better Online Adaptation inMixture-of-Expert models 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 23 min )
    Ghostty + Zellij 👻 setup on Mac
    So i have been using Ghostty with Zellij on macOS for a while, as my favourite goto terminal and workspace. However, some things have been bothering me for a while that I couldn't sort out until now: The Option key on macOS wasn't being interpreted as Alt correctly in the terminal Jumping forward a word with Option+Right would trigger Zellij's floating pane toggle instead Reordering tabs with Alt+i and Alt+o did not work as expected This happens because macOS terminals convert Option+Right to Alt+f (for "forward word" navigation), which conflicts with Zellij's Alt+f floating pane keybinding. Set the macos-option-as-alt option in your Ghostty config e.g.: # Enable Option key as Alt for keybindings # Use 'left' so right Option key can still type special characters macos-option-as-alt = left This lets us use the left Option key as Alt for Zellij keybindings, while the right Option key can still type special characters (',~, |, etc.). Since Option+Right still is interpreted as Alt+f by the terminal, we need to change Zellij's floating pane keybinding. This can be changed in your Zellij config e.g.: bind "Alt Shift f" { ToggleFloatingPanes; } Hope this helps you out, if you have been struggling with the same issues like i did 👋  ( 6 min )
    How Being Lazy Made Me a Better Developer
    I’m Asad Hussain, currently doing my Bachelor of Computer Applications at IEM Kolkata. I’ve been into coding for a while now and honestly, it’s the only hobby that stuck 😭😭😭 Thanks for reading :)  ( 6 min )
    Bilişim Sektöründe Uzmanlaşmanın İki Yüzü
    O Büyülü Kelime “Uzmanlık” Bilişim sektörüne adım atan herkesin kariyerinin bir noktasında duyduğu o sihirli tavsiye: “Bir alanda uzmanlaşmalısın.” CV’nizde “Python Django Geliştiricisi”, “AWS Güvenlik Uzmanı” veya “React Native Mobil Geliştirici” gibi niş bir unvanın olması, size hem daha yüksek bir maaş hem de sektörde saygınlık vaat eder. Peki, bu madalyonun bir de öteki yüzü varsa? Tek bir teknolojiye veya alana adanmış bir kariyer, farkında olmadan bizi bir kariyer tuzağına doğru sürüklüyor olabilir mi? Bu yazıda, bilişim sektöründe uzmanlaşmanın parlak vaatlerini ve göz ardı edilen risklerini masaya yatıracağız. Uzmanlaşmanın Parıltılı Vaatleri: Neden Herkes Uzman Olmak İster? Uzmanlaşmanın neden bu kadar çekici olduğunu anlamak zor değil. Başlıca faydaları şunlardır: Derinlemesine B…  ( 8 min )
    Smart Job Search System for Developers, Stop Randomly Applying
    Most developers apply to hundreds of jobs… and still don’t land the right one. They scroll through LinkedIn, Indeed, or remote job boards, sending CVs everywhere — hoping something sticks. But if you ask them where they applied last week, what roles they’re targeting, or how many they plan to apply for next week — they have no idea. They’re playing the random application lottery. And honestly? That rarely works. I’ve been there too — spending weeks applying aimlessly, wondering why I wasn’t getting callbacks. Until I built a system. A simple, step-by-step job search framework that finally made the process structured, trackable, and less stressful. Today, I’ll share that exact system with you — the same one I personally use to track opportunities, stay consistent, and apply smarter, not har…  ( 9 min )
    Getting Started With Queryable Encryption With the MongoDB EF Core Provider
    This tutorial was written by Luce Carter With the release of MongoDB 7.0 in August 2023, MongoDB introduced a new feature called Queryable Encryption (QE), the first of its kind. With Queryable Encryption, your data is encrypted, even at rest, with the database server unable to read it either but still able to execute queries against it. You can configure what fields to encrypt so you can decide to encrypt as much or as little of your document’s fields as you need. The great news is, not only is this available for all paid tiers and in our C# driver, but it’s now also available in the MongoDB Entity Framework Core (EF) provider. In this tutorial, we are going to take an existing Blazor application that uses EF and the EF Core Provider, and configure it to use QE to securely encrypt certai…  ( 12 min )
    Scanner vs BufferedReader
    Comparación de Características Característica Scanner BufferedReader Facilidad de uso Más simple y directo para leer distintos tipos de datos (nextInt(), nextLine(), etc.) Solo lee texto como String, se necesita Integer.parseInt() para números. Velocidad Más lento Más rápido, especialmente con muchos datos. Parsers incluidos Sí, métodos como nextInt(), nextDouble(), etc. No, debes convertir manualmente (Integer.parseInt()). Lectura de líneas Con nextLine() Con readLine() Uso con consola Ideal para programas interactivos Menos cómodo, requiere más código. Sincronización No sincronizado Sincronizado (thread-safe). Scanner import java.util.Scanner; public class ScannerExample { public static void main(String[] args) { Scanner sc = new Scanner(System.in); System.out.print("Enter your name: "); String name = sc.nextLine(); System.out.print("Enter your age: "); int age = sc.nextInt(); System.out.println("Hello " + name + ", age " + age); } } BufferedReader import java.io.BufferedReader; import java.io.InputStreamReader; import java.io.IOException; public class BufferedReaderExample { public static void main(String[] args) throws IOException { BufferedReader br = new BufferedReader(new InputStreamReader(System.in)); System.out.print("Enter your name: "); String name = br.readLine(); System.out.print("Enter your age: "); int age = Integer.parseInt(br.readLine()); System.out.println("Hello " + name + ", age " + age); } } Usa Scanner si: Estás haciendo prácticas de algoritmos en consola. En programas donde la facilidad de lectura es más importante que la velocidad. Usa BufferedReader si: Necesitas máximo rendimiento (por ejemplo, al leer grandes cantidades de datos). Estás haciendo parsing de archivos grandes o input de alta velocidad en línea.  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins takes a playful, Halloween-flavored jab at Sinners, one of the year’s best genre movies, in a rapid-fire “sins” breakdown. Along the way they plug their main site, YouTube channels (@TVSins, @CommercialSins, @CinemaSinsPodcastNetwork), a fan poll, and Patreon for extra support. Stick around for writer shout-outs (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) and join the community on Discord, Reddit, Instagram, TikTok—or even grab Jeremy’s book. Happy sinning! Watch on YouTube  ( 6 min )
    Understanding AI: From LLMs to MCP
    Large Language Models (LLMs) form the foundation of today’s AI. At their core, an LLM like GPT-4 processes tokens (sub-word text units) through a deep neural network. Each token is converted into a high-dimensional embedding (a numeric vector capturing semantic meaning). For example, the sentence “Hello world” might be broken into tokens like "Hello", "Ġworld" and each token is mapped to a vector of hundreds or thousands of dimensions. These embeddings allow the model to understand relationships between words. GPT-4 also has a large context window (e.g. up to 8K or even 32K tokens in extended versions), meaning it can “remember” and attend to that many tokens in a single conversation. In practice, you might use GPT-4 in code like this: from openai import OpenAI client = OpenAI(api_key="YO…  ( 12 min )
    Symfony Station Communiqué - ✦ Stardate: 07 November 2025 ✦
    Welcome to this week's Symfony Station communiqué. It's your review of the essential news in the Symfony and PHP development communities focusing on protecting democracy. There's good content in all of our categories, so please take your time and enjoy the items most relevant and valuable to you. We publish on Fridays. So you can savor it over your weekend. Or jump straight to your favorite section. Symfony Universe PHP More Programming Defending Democracy Cybersecurity Fediverse My opinions will be in bold. And will often involve cursing. Because humans. Especially tech bros. Fuck 'em! We're back from France scouting locations for The Fulcrum's worldwide HQ. ;) Occitanie won out for the region (department). We’re still working on the town. Nimes, Montpellier, and Toulouse are in the fina…  ( 10 min )
    Check out this blog on all device compatible tableau dashboards
    Designing All-Device Compatible Tableau Dashboards: A Complete Guide Dipti M ・ Nov 9 #webdev #programming #beginners #tutorial  ( 6 min )
    Symfony Station Communiqué - ✦ Stardate: 17 October 2025 ✦
    Welcome to this week's Symfony Station communiqué. It's your review of the essential news in the Symfony and PHP development communities focusing on protecting democracy. There's good content in all of our categories, so please take your time and enjoy the items most relevant and valuable to you. We publish on Fridays. So you can savor it over your weekend. Or jump straight to your favorite section. Symfony Universe PHP More Programming Defending Democracy Cybersecurity Fediverse Once again, thanks go out to Javier Eguiluz and the team at Symfony for sharing our communiqué in their Week of Symfony My opinions will be in bold. And will often involve cursing. Because humans. Especially tech bros. Fuck 'em! We're off to France to scout locations for The Fulcrum's worldwide HQ. ;) So, there w…  ( 10 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    CinemaSins just unleashed their “Everything Wrong With Thunderbolts (The New Avengers) In 20 Minutes Or Less” romp, gleefully counting every on-screen hiccup—even while admitting they might secretly dig the flick. Expect the usual dose of playful nitpicking, pop-culture references, and tongue-in-cheek commentary. For more sin-filled fun, dive into Cinemasins’ site and YouTube channels, cast your vote in their poll, or support the crew on Patreon. Don’t miss the behind-the-scenes banter from writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel, and join the conversation on Discord, Reddit, Instagram, and TikTok. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators – Caravan of Garbage Review Mr Sunday Movies dives into 2010’s Predators, applauding its return to the franchise’s roots with a rag-tag squad, a muddy jungle battleground and fresh twists that finally elevate it above past sequels—then laments that we never got a proper follow-up to this fan-favorite. Alongside the review, the video plugs the Caravan of Garbage series and points you to bonus podcasts, extended audio cuts, merch, Patreon perks and socials (big Sandwich, Twitter, YouTube) for all things Mr Sunday Movies. Watch on YouTube  ( 6 min )
    The Day Mentoring Felt Like Parenting: Lessons from The Explosive Child
    I didn’t plan to spend my weekend herding two middle schoolers through a game jam, but fate had other ideas. “Just mentor them a bit,” they said. “It’ll be fun!” they said. I’d been asked, last-minute, to mentor two middle schoolers eighth and ninth graders during a weekend “Build-a-thon.” I’m a senior Android engineer and occasional game development mentor, so I expected to spend 48 caffeine-fueled hours teaching arrays, tilesets, and maybe some basic game logic. Instead, I found myself mediating creative explosions, emotional whiplash, and a tug-of-war between two brilliant but combustible imaginations. Their project, which they proudly titled Eco-nomy, was a digital board game about saving or exploiting the planet. One team played as Forest, planting trees and cleaning pollution. The ot…  ( 11 min )
    Robust Layerwise Scaling Rules by Proper Weight Decay Tuning
    New Trick Lets AI Models Grow Without Extra Tuning Ever wondered why building a bigger AI model feels like starting from scratch each time? Researchers have uncovered a simple rule that keeps the “learning speed” and “regularization” steady, no matter how wide the model gets. weight decay in the popular AdamW optimizer, the team found that the adjustment follows a predictable square‑root pattern as the model widens. This breakthrough removes a major bottleneck, letting AI researchers focus on ideas rather than endless trial‑and‑error. Imagine a world where every new AI breakthrough can be built on the last, with just a tiny tweak. Read article comprehensive review in Paperium.net: Robust Layerwise Scaling Rules by Proper Weight Decay Tuning 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 22 min )
    Claude vs ChatGPT vs Gemini: Why Anthropic’s AI Outcodes the Rest?
    Anthropic’s Claude consistently outshines OpenAI’s ChatGPT and Google’s Gemini for coding work thanks to its stronger context management, holistic understanding of codebases, and more natural collaborative style. Modern devs and AI power users gravitate toward Claude when tackling bigger projects, challenging bug fixes, or anything demanding clear, consistent logic and minimal hand-holding. Claude’s standout strength is code comprehension at scale. Unlike ChatGPT or Gemini—both of which excel at novel code snippets, quick builds, or narrow tasks—Claude reliably digests sprawling, multi-file projects, supporting actual engineering workflows. Claude keeps larger context windows straight so it tracks variables, intent, and requirements across sessions, which means less repetition and clarific…  ( 7 min )
    How to Automate GitHub Workflows with Gemini CLI and the MCP Toolkit for Docker
    In the world of DevOps, speed and efficiency are paramount. Yet, many teams are still bogged down by fragmented toolchains, manual processes, and the constant context-switching between IDEs, terminals, browsers, and project management tools. While automation is the goal, setting up complex CI/CD pipelines and maintaining brittle test scripts can sometimes feel like more work than the manual tasks they replace. What if you could command your entire workflow—from browser testing and performance analysis to creating documented GitHub issues—using natural language, directly from your terminal? This isn't a far-off fantasy. By combining the conversational power of Google's Gemini CLI with the containerized power of the Docker MCP Toolkit, you can create a seamless, intelligent automation engine…  ( 11 min )
    Cohere in .NET in 10 Minutes: Microsoft.Extensions.AI + the Cohere.Extensions.AI NuGet Package
    TL;DR: connect Cohere to .NET in 10 minutes. I’ll show two approaches: direct call to the Chat API V1/V2 using the unified Microsoft.Extensions.AI interface (IChatClient) - provider-agnostic code. I’m experimenting with Microsoft.Extensions.AI and want to share the results: I wrote a small Cohere adapter and published it to NuGet. Maybe someone will find it useful, and I’d love to get feedback. With Microsoft.Extensions.AI it became easier to plug LLMs into .NET projects: we now have unified abstractions (IChatClient), DI and minimal vendor lock-in. Cohere is not supported out of the box, so I made a lightweight adapter and published it to NuGet. This article shows how to run a Cohere chat in .NET in ten minutes. Cohere is an LLM provider focused on enterprise needs: data privacy, turnkey …  ( 7 min )
    Monads in Haskell
    Monads... So this time, I wanted to fix that. In this video and article, I’ll walk you through what Monads actually are — but not by dropping the term on you out of nowhere. We’ll start from the ground up: Functors, then Applicatives, and only then arrive at Monads. Step 1 — Functors: applying a function inside something A Functor is any type that can be “mapped over.” You already know this idea from other languages: The wrapper (Maybe) stays the same — you just apply a function inside it. Step 2 — Applicatives: applying a wrapped function to a wrapped value Applicatives go one step further. 2) Just 10 → gives Just 20. It’s basically saying: “I’ve got a boxed function and a boxed value. Apply one to the other.” And when something’s missing (Nothing), the whole thing fails gracefully. Step 3 — Monads: chaining things that return wrapped results Now comes the big one — Monads. For example: safeDivide :: Float -> Float -> Maybe Float Using the “bind” operator (>>=), we can write: Just 100 >>= (\x -> safeDivide x 2) >>= (\y -> safeDivide y 5) If any step returns Nothing, the whole chain stops. And if you prefer cleaner syntax, do notation does the same thing with less noise. Wrapping up Functor → apply a function inside a context Applicative → apply a wrapped function to a wrapped value Monad → chain functions that return wrapped values That’s it — the scary word hides a very simple pattern. You’ll see it everywhere in Haskell: Maybe, IO, Either, List — all of them are Monads. Once you understand one, you’ve got them all. If you want to see this concept click into place, check out the full video — I walk through everything live in GHCi with examples and visuals.  ( 7 min )
    🎃 Halloween Night: A 3D WebGL Spooktacular Landing Page
    Perfect Landing Page: Halloween Night 🎃 What I Built -Dark mode design to capture the Halloween mood. The goal was to make the landing page both visually appealing and interactive, giving users a magical Halloween experience. Demo https://codepen.io/Minal-Prasad/pen/emJqKWX Journey Using Three.js to create interactive 3D elements directly in the browser. I’m particularly proud of how the 3D pumpkin scene integrates seamlessly with the content and navigation, making the landing page immersive without overwhelming the user. Next, I hope to enhance it further with: Glowing pumpkin eyes that flicker dynamically. Team: Solo project by Minal Prasad  ( 6 min )
    Handling Smart Contract Errors in Equillar. From Rust to PHP
    Introduction When building decentralized applications that interact with smart contracts, one of the most critical aspects is proper error handling. In Equillar, we've implemented an error handling strategy that bridges the gap between our Rust smart contracts and the PHP backend application. In this article, I'll explain how we manage contract errors end-to-end, from definition in Rust to user-friendly messages in our PHP application. Soroban smart contracts, written in Rust, need to communicate errors back to the calling application. These errors must be: Well-defined and predictable Easy to handle in the backend Translatable to user-friendly messages Let's analyze how we achieve this in Equillar. First, we define all possible errors in our Rust smart contract using an enum with the #[…  ( 9 min )
    Detecting Logo Similarity: Combining AI Embeddings with Fourier Descriptors
    Introduction This article started from a conversation in our V-Mobile office. We were discussing cases where new company logos suspiciously resembled famous brands. In many instances, these similarities seemed intentional—designed to confuse customers and boost sales, especially in smaller markets. As AI enthusiasts, we naturally started with popular AI models. DINO is excellent for image similarity detection. However, it can be easily confused by background changes or gradient fills. 0.56 between their embeddings.(Note: Throughout this article, "distance" means cosine distance unless specified otherwise.) This high distance means DINO thinks they're quite different, even though they're clearly similar to human eyes. This creates false negatives—we might miss real similarities. CLIP is…  ( 10 min )
    From TCP to Express: Understanding Request Lifecycles and Cancellation
    Understanding how HTTP requests map to TCP connections gives backend engineers the ability to build efficient, responsive systems. In Node.js, the req.socket property exposes the underlying TCP socket for each request, allowing servers to detect disconnects, cancel work, and free up resources when clients abort requests. This article explores how req.socket works, how to use it to implement cancellation logic, and how to propagate abort signals through your application layers. req.socket Actually Is Every Express request object (req) is an instance of Node.js’s IncomingMessage, which represents the HTTP request stream. IncomingMessage holds a socket property that refers to the underlying net.Socket — the raw TCP connection between the client and the server. // Example: inspecting a requ…  ( 8 min )
    How to Use Laravel Boost with Gemini CLI
    Laravel Boost is an MCP server equipped with over 15 tools to help your AI assistant generate high-quality Laravel code. By default, your installation doesn’t include an option to run with Gemini CLI, — but there’s an easy way to set it up. If you haven’t installed it yet, run this command to install Gemini CLI globally: npm install -g @google/gemini-cli Navigate to your Laravel project and install the package: composer require laravel/boost --dev Then install the MCP server and the coding guidelines: php artisan boost:install Once installation is complete, create a JSON file for your Gemini CLI settings at: .gemini/settings.json Paste the following content inside: { "mcpServers": { "laravel-boost": { "command": "php", "args": ["artisan", "boost:mcp"] } } } That’s it! To confirm that the MCP servers and tools are properly integrated, start the Gemini CLI and run: /mcp list You should see a list of all available tools. Laravel Boost also includes some tools for Herd. { "mcpServers": { "laravel-boost": { "command": "php", "args": ["artisan", "boost:mcp"] }, "herd": { "command": "php", "args": ["C:/Users/user/.config/herd/bin/herd-mcp.phar"], "env": { "SITE_PATH": "C:\\OurPath\\project-name" } } } } That’s it! 🎉 I hope this helps you get Laravel Boost running smoothly with Gemini CLI.  ( 6 min )
    Stop Copy-Pasting Between Excel and Code: Automate Your Data Workflows with GridScript
    If you’ve ever exported data from an app or database, you know the drill. And before you know it, you’re bouncing between Excel, VS Code, and a folder full of “final_v3_cleaned.csv” files. I built Gridscript.io to stop that cycle — and give developers and analysts one place to transform data instantly, using JavaScript or Python, right in the browser. Excel is amazing for quick inspection, filtering, and small edits. You end up writing scripts like this: import pandas as pd df = pd.read_csv("data.csv") df["price"] = df["price"].astype(float) df.to_csv("data_cleaned.csv") All of that just to import the data and this doesn't take into account the time spent to setup the project and install dependencies. GridScript eliminates the need for setups, dependencies, or switching tools. Here’s the …  ( 7 min )
    From Ruby to Swift - Building a Maze Generation Framework
    I wasn't looking for a game idea when I picked up Mazes for Programmers by Jamis Buck. I was just curious about algorithms and looking for something different from the usual data structures textbooks. And the book gave me that - it was incredibly well-written. I couldn't stop reading. But there was one problem: all the code examples were in Ruby. Ruby is not exactly my cup of tea. As an iOS developer, I am familiar with it, but I never got fluent. But I was itching for a new project, and I wanted to truly understand these algorithms, not just copy code in a language I didn't know. So I embraced the challenge and started converting the code to Swift. What began as a simple translation exercise eventually evolved into a full Swift framework, then a demo app, and ultimately became an iOS game…  ( 11 min )
    Stablecoins: from hype to real payments infrastructure
    Crypto swings 10% a day. A stablecoin is a digital token pegged 1:1 to a stable asset (USD, EUR, GBP). ✅ Fiat-backed (USDC, USDT, PYUSD) → backed by cash/T-bills in a bank. For banks, EMIs & PSPs, only fiat-backed matters: regulated, redeemable, and bank-collateralized. ⸻ Where they’re used today 💸 Payments & settlement — faster cross-border flows Visa already settles some payments in USDC. PayPal issues PYUSD via Paxos. ⸻ Regulation catches up (2024–2025): 🇪🇺 MiCA → EUR stablecoins: 1:1 reserves, redemption rights 👉 If it acts like money → regulate it like like money. ⸻ Opportunities for EMIs & banks ⸻ Why it matters now Stablecoins aren’t “future crypto hype.” They’re today’s upgrade to global money movement. 💬 Stablecoins #Fintech #Payments #Blockchain #Crypto #DigitalFinance #Innovation #EMI #BankingTransformation  ( 6 min )
    FinTrust: A Comprehensive Benchmark of Trustworthiness Evaluation in FinanceDomain
    FinTrust: Testing AI Trustworthiness in Everyday Money Matters Ever wondered if a robot could safely handle your bank account? FinTrust is a new test that puts AI models through real‑world finance scenarios to see how trustworthy they really are. all the AIs stumbled, revealing a big gap that needs fixing. FinTrust shines a light on where we stand and pushes developers to build smarter, safer financial assistants. Read article comprehensive review in Paperium.net: FinTrust: A Comprehensive Benchmark of Trustworthiness Evaluation in FinanceDomain 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 22 min )
    Trick or Treat: A Spooky CSS Diorama with a Few... Surprises
    This is a submission for Frontend Challenge - Halloween Edition, CSS Art. Hey everyone, and Happy Halloween! For this CSS art challenge, I didn't want to just make a static image. I wanted to build a living 'diorama' a small, spooky scene you could actually play with. As the title suggests, there are both "Tricks" and "Treats" hidden inside. This isn't just for looking it's for interacting. The scene is packed with... surprises. See if you can find them all: Try double-clicking the 'Trick or Treat' neon sign... if you dare. Click on the ghosts to see a special apparition. Make the Jack-o'-lantern glow! Click it as many times as you can and watch it. This is my "treat" (the technical details) behind the "tricks" (the interactive scares). This is a CSS Art challenge, so the entire visual sce…  ( 7 min )
    [Boost]
    Build a Highly Available Pi-hole Cluster with Ansible (VRRP) Danylo Mikula ・ Nov 7 #pihole #raspberrypi #ansible #tutorial  ( 5 min )
    [Boost]
    Introducing Beitha: The first AI browser automation extension Anwar Laksir ・ Nov 9  ( 5 min )
    Virtual Threads - Comparative Analysis
    If you’ve worked with Java ☕️ long enough, you probably remember when thread management felt less like coding and more like careful resource budgeting. We had to size our thread pools just "right", because Too small -> and requests would just pile up, and waiting forever. Too large -> and memory vanished quickly. as each thread reserved a big chunk for itself. Even worse, your CPU would spend all its time just switching between threads instead of doing actually work. And when I/O came into play — like, blocking on a database call or waiting for a network response — we either had to accept wasted threads or jump into async APIs, callbacks, and CompletableFuture chains. We all made it work, of course. But it was a constant headache. We spent more time fighting with the concurrency model than…  ( 9 min )
    AWS Route 53 Resolver DNS Firewall — The First Line of Egress Defense
    🧭 Securing Outbound Traffic at the DNS Layer with AWS Route 53 Resolver DNS Firewall When you think of network security in AWS, you probably picture Security Groups, NACLs, or AWS Network Firewall. But what if you could stop malicious traffic before it even knows where to go — before an IP address is ever resolved? That’s the power of AWS Route 53 Resolver DNS Firewall. Every outbound connection starts with a DNS query. Whether your EC2 instance is reaching an API, a SaaS endpoint, or — in a worst-case scenario — a command-and-control (C2) domain — the first step is always: “What’s the IP of this domain?” Attackers exploit this by using DNS for malware callbacks and data exfiltration. Traditional firewalls inspect packets after DNS resolution. DNS Firewall stops threats before they e…  ( 9 min )
    AI Isn’t Alchemy: Not Mystical, Just Messy
    Addressing traceability in language models within practical limits We’re doing alchemy with billion-dollar budgets. There is a clear issue in AI that is becoming commonly understood: it is now one of the biggest single chunks of the U.S. economy, but is built on a technology with myriad key aspects that the industry can’t explain. Commercial AI development invests billions in RLHF, constitutional frameworks, and specialized training runs. These produce measurable benchmark improvements while the industry remains unable to explain why they work, why they fail under pressure, or how to predict what outcomes will emerge before implementation. This isn’t a failing paradigm seeking replacement. It’s the absence of paradigm entirely. Thomas Kuhn identified pre-paradigmatic science as competing t…  ( 12 min )
    Spooky CSS 3D Halloween: Enter If You Dare!
    🎃 Inspiration Halloween’s eerie and magical vibe inspired this project — glowing jack-o’-lanterns, haunted houses, flying bats, and a luminous moon. My goal was to create an interactive 3D Halloween scene using only CSS, where users feel like they’ve stepped into a spooky, haunted pumpkin realm. 💻 Demo 3D Haunted Pumpkin Realm https://codepen.io/Minal-Prasad/pen/MYKNGLG https://github.com/minalprasad08/halloween-css-art-3d 🛠 Journey I’m particularly proud of how CSS alone creates a glowing, immersive Halloween atmosphere. Team: Solo project by Minal Prasad  ( 6 min )
    Prepared Statements in PgJDBC
    RDBMS systems commonly try to improve query performance by caching a statement's execution context and re-executing it with different parameter values. This approach avoids the overhead of parsing, rewriting, and planning on each execution. PostgreSQL implements this through Prepared Statements. Disclaimer: This article is written for the purpose of understanding how Prepared Statements work in Java and its official PostgreSQL JDBC driver (PgJDBC). It might not be a comprehensive guide to Prepared Statements and is not intended to be a substitute for reading the official documentation. PostgreSQL executes SQL commands through one of two protocols: The Simple Query protocol: The client sends a textual query string, which is parsed and immediately executed by the server. The Extended Query p…  ( 10 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    4 ChatGPT Hacks that Cut Your Workload in Half Jeff Su breaks down four easy yet powerful techniques—Prompt Reversal, the 5-Minute Amplifier, the Red Team self-critique, and Blueprint Scaffolding—that help you craft better AI prompts, repurpose one idea into multiple formats, force ChatGPT to outline its reasoning, and even get it to proof its own output. Each hack comes with real examples you can start using today to cut your AI workflow time in half, no matter your role or industry. On top of that, Jeff’s got a free HubSpot ebook, a detailed blog post, and links to his AI course waitlist, Workspace Academy, and Notion Command Center so you can level up your entire productivity stack. Feel free to dive in, grab the resources, and start hacking your way to smarter, faster results! Watch on YouTube  ( 6 min )
    zer0DAYSlater: A Modular Adversarial Simulation and Red-Team Research Framework
    zer0DAYSlater is a modular, offline-capable red-team research framework built to simulate advanced adversarial behavior, analyze persistence models, and test multilayer exfiltration and evasion techniques in isolated lab networks. It combines a command-and-control mesh, multi-protocol exfiltration modules, agent lifecycle management, and process-level concealment mechanisms into a unified experimental platform for understanding the operational lifecycle of modern intrusion tooling. The framework is built purely for authorized security research, red-team development, and training within controlled environments. 🔗 GitHub Repository: https://github.com/GnomeMan4201/zer0DAYSlater agent/) Implements autonomous node behavior. Each agent instance acts as an independent research implant capable…  ( 9 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins is celebrating Halloween by “sinning” what they call one of the greatest genre movies of the year in just 15 minutes, complete with their signature quips and snarky commentary. They also invite you to dive deeper—visit their website and Linktree for more channels (TV Sins, Commercial Sins, the Podcast Network), fill out a “sinful” poll, support the small team on Patreon, and connect on Discord, Reddit, Instagram, TikTok, and more. Writers featured include Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* is Cinemasins’ rapid-fire roast of the new Avengers sequel, packing every nitpick and plot hole into a sub-20-minute video—yet they cheekily admit the movie might actually be pretty fun. Of course, they’re also milking their empire: hit up their website and linktree for all the channels (TVSins, Commercial Sins, Cinemasins Podcast), join the Discord/Reddit, fill out their sinful poll, and consider supporting the team on Patreon. Writers’ social links are sprinkled throughout, too. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators – Caravan of Garbage dives into how the 2010 film finally shook off the clunkiness of earlier sequels by dropping a motley crew of warriors into a muddy jungle gauntlet. It brings back that gritty, survival-of-the-fittest vibe we love, plus a few fresh twists that give it more bite than its Alien vs. Predator predecessors. Despite its cult appeal and a fanbase clamoring for more, “Predators” never got an official follow-up—leaving us wishing this brutal reboot had spawned a proper sequel. Watch on YouTube  ( 6 min )
    Unlocking PIM Potential: A Software-First Approach to Power Integrity by Arvind Sundararajan
    Unlocking PIM Potential: A Software-First Approach to Power Integrity Tired of performance bottlenecks holding back your cutting-edge applications? Processing-in-Memory (PIM) offers a tantalizing solution – compute directly within the memory chip itself. But there's a catch: increased operating frequencies and complex designs often lead to significant voltage droop, crippling performance and threatening chip reliability. To overcome this hurdle, imagine a system where software intelligently collaborates with the hardware to anticipate and mitigate these voltage fluctuations. The core idea is to dynamically adjust the chip's operating parameters, trading off performance for stability in critical areas, all driven by insights gleaned from the software workload. Think of it as a smart therm…  ( 7 min )
    Cointelegraph reports rise in AI trading bots as experts caution they are notfoolproof for investors
    AI Trading Bots See Surge, But Experts Warn: Not a \"Set It and Forget It\" Solution\n\nThe world of cryptocurrency and traditional finance is buzzing with the increased adoption of AI trading bots. These sophisticated algorithms are designed to analyze market data, identify trends, and execute trades automatically, often at speeds and efficiencies impossible for human traders. Cointelegraph recently highlighted a significant rise in their usage, attracting both seasoned investors and newcomers eager to capitalize on market volatility without constant manual oversight. The appeal is clear: potential for optimized returns, reduced emotional trading, and round-the-clock market participation, making them seem like the ultimate tool for modern investing.\n\nHowever, this rising trend comes wit…  ( 16 min )
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    Week 3: From 0 to 30 Developers (Building in Public) Liquidcode ・ Nov 8 #webdev #programming #startup #buildinpublic  ( 5 min )
    🧠 Circuit Breaker Patterns in Go Microservices
    In this article, we’ll explore the Circuit Breaker pattern — a crucial design pattern for building resilient microservices in Go. When designing distributed systems, it’s not a question of if something will fail — it’s when. In production systems, retries and backoff strategies help, but sometimes they’re not enough. Circuit Breaker patterns come in — providing a way to gracefully degrade your system instead of letting failures cascade. A Circuit Breaker acts like an electrical switch. It prevents resource exhaustion, retry storms, and latency chain reactions across your microservices. Closed → Everything works fine. Requests flow normally. Open → Too many failures occurred. Stop requests immediately. Half-Open → Test a few requests to check if recovery happened. Let’s simulate a productio…  ( 8 min )
    '이 언어'로 코딩테스트 준비하는 취업준비생... 심장병 확률 44%⬆
    코딩테스트를 javascript로 그동안 준비했었는데 결국에는 python으로 갈아탔습니다. 평소에도 코드를 javascript로 작성하기에 문법에 익숙해서 구현하기가 편한데, 다른 언어들은 꾸준히 사용하지 않다보니 문법을 자주 잊어버리게 돼요. 코딩테스트 언어로 javascript를 선택하여 언어 문법 자체도 잘 알게 되고 익숙한 언어로 코딩테스트도 수월하게 볼 수 있으니까 일석이조 아닐까요? 이 이론은 여러번의 실험 끝에 저를 배신했습니다. 라이브러리 없는 javascript의 실용성이 너무나도 떨어지기 때문이에요. 어떤 부분이 javascript를 비생산적으로 만들고 코딩테스트에서 여러분을 불리하게 만들 수 있는지 소개합니다. 프로그래머스 환경에서 코딩테스트를 지원하는 기업이 아닌 경우 높은 확률로 javascript를 지원하지 않습니다. 반면 C++, Java, Python의 경우에는 대기업부터 스타트업까지 전부 다 지원하게 됩니다. 서비스 기업의 채용 프로세스를 쉽게 통과할 수 있는 분들의 경우에는 좋아하는 언어로 코딩테스트를 보셔도 되지만 채용 상황이 좋지 않아서 어떤 기업이든 일단 취업을 하시길 희망시는 분들의 경우에는 저 세가지 언어 중에서 고르시는 것이 좋지 않을까 싶네요. queue를 어떻게 구현하려고 하셨나요? 대부분 아래의 아이디어를 떠올리셨을 겁니다. array.push()와 array.shift()를 사용해서 구현해야지. 하지만 이 구현 방식으로는 높은 확률로 시간복잡도 제한에 걸려서 문제의 시간 제한을 통과하지 못할 겁니다. 따라서 stack 두개를 활용하여 직접 queue를 구현해…  ( 8 min )
    Building a Lightweight Camunda Monitoring Dashboard: From Enterprise Pain to Open Source Solution
    "You can't improve what you can't measure." - Peter Drucker Last year, our production Camunda clusters started showing strange behavior. Process instances were stuck. Job executors were falling behind. Incidents were piling up. But our monitoring dashboards? They showed everything was "green." 🟢 or just "no data to show" I've been working with Camunda 7 for years, and monitoring has always been the painful part. Not because monitoring tools don't exist - quite the opposite. I've tried them all: Datadog - Great for infrastructure, expensive, doesn't understand workflow engines Grafana + Prometheus - Powerful but requires extensive configuration for Camunda-specific metrics Promtail + Loki - Built custom log parsing pipelines, spent more time maintaining them than using them ELK Stack - Ove…  ( 12 min )
    User Scanner : Find Your Unique & Perfect Username Across All Popular Platforms
    User Scanner Repo: https://github.com/kaifcodec/user-scanner Scan a username across multiple social, developer, and creator platforms to see if it’s available. Perfect for finding a unique username across GitHub, Twitter, Reddit, Instagram, and more, all in one command. ✅ Check usernames across social networks, developer platforms, and creator communities. ✅ Clear Available / Taken / Error output for each platform. ✅ Fully modular: add new platform modules easily. ✅ Command-line interface ready: works directly after pip install. pip install user-scanner Scan a username across all platforms: user-scanner -u Optionally, scan a specific category or single module: user-scanner -u -c dev user-scanner -l # Lists all available modules user-scanner -u -m gith…  ( 9 min )
    🧙 LLMs as Dungeon Masters: Can AI Run a Tabletop Game Without Cheating?
    “The dragon’s eyes gleam red in the darkness. Roll for initiative.” You wait. The AI Dungeon Master pauses... then declares you rolled a 47. On a twenty-sided die. Something’s not right here. Welcome to the chaotic crossroads of artificial intelligence and tabletop imagination — where LLMs try to become Dungeon Masters, and reality checks in with a +5 modifier. Anyone who’s played Dungeons & Dragons knows the bottleneck: finding a good Dungeon Master is harder than finding a +3 sword in a kobold’s lair. Never cancels sessions. Doesn’t need prep time. Remembers (sort of) every NPC voice. Can spin infinite side quests on demand. 🧩 AI Dungeon (Latitude.io): The OG of AI storytelling. 100K+ players exploring endless worlds. 🏰 Friends & Fables: Multiplayer AI DM “Franz” handles …  ( 9 min )
    Developing Human-First Solutions
    When developing solutions, it’s easy to get distracted by shiny new tools. A sleek interface, a trending platform, a feature-rich dashboard, all tempting shortcuts to progress. But here’s the truth: tools are irrelevant without purpose, process, and people. Choosing software is not a strategy. It’s a tactic, one that only works if it’s embedded in a well-defined process. Whether you’re hiring, building workflows, or designing systems, the real question isn’t “What tool should we use?” but “What problem are we solving, and how will we sustain the solution?” A poorly defined process will fail in any tool. A well-defined process will succeed in almost any. That same process can also adapt and scale. The most successful systems aren’t built around tools. The requirements gathering phase, where…  ( 7 min )
    The Case of the Missing Proxy: When Multiple Valtio Instances Broke My App
    This debugging story is from the do-not-stop project - a full-stack Web3 app with React frontend, React Native mobile frontend, Node.js backend, and multi-blockchain smart contracts. It all started with a crash in @reown/appkit-react-native. While debugging that crash, I noticed something weird happening with valtio. The subscribe() function seemed to work fine, but proxy() wasn't behaving as expected. I decided to dig into the library code itself and added some debugging directly in node_modules/valtio/vanilla.js. I printed proxyStateMap.get(proxyObject) in both functions, and that's when things got interesting: In proxy(): Got the correct value ✓ In subscribe(): Got undefined ✗ Wait, what? They were completely different WeakMap instances from different valtio module instances! The proxy …  ( 8 min )
    How I Built a Dynamic Spotify 'Now Playing' Banner for My GitHub README using Python and Flask 🐍
    🎵 Project Showcase: Spotify-Live-Banner Tired of static stats on your GitHub profile? I recently launched Spotify-Live-Banner, a small, open-source web service that fetches your currently playing Spotify track and renders it as a clean, real-time, animated SVG image banner. It's a fun way to bring life to your profile, and I wanted to share the process of building it with Python and Flask. The project serves a single purpose: to provide a highly customized image URL that displays your live music activity. Data Source: Fetches the user's currently playing track from the Spotify API. Rendering: Uses Flask to serve a route that dynamically generates an SVG image based on the song data and user-defined themes (colors, animations, layout). Target Audience: Developers looking for a dynamic p…  ( 7 min )
    A Practical Guide to Structuring Express.js Projects for Scalability and Maintainability
    Express.js gives you freedom. It doesn’t force strict rules on where files should go or how your app should be organized. That flexibility is useful when experimenting, but as soon as your application grows beyond a few routes, a messy structure begins to slow you down. A good project structure turns your Express application into a well-arranged workspace where logic is easy to find, features are modular, and growth feels natural. This article explores how to design an Express project structure that is clean, scalable, and maintainable. A well-organized Express project helps you: As features grow, you add new files without breaking the old ones. Other developers can quickly understand and navigate the project. Routing, controllers, business logic, and database layers remain independent. Cl…  ( 8 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    4 ChatGPT hacks slash your workload in half! Instead of endless back-and-forth tinkering, the Prompt Reversal Technique has you analyze strong ChatGPT outputs and flip them into perfect prompts. With the 5-Minute Amplifier, you can instantly repurpose a single idea into blog posts, social media threads, email drafts and more—no extra sweat. For quality control, the Red Team Technique asks ChatGPT to poke holes in its own work, ensuring you catch flaws early. And with Blueprint Scaffolding, you force the model to map out its reasoning step-by-step before diving in, so you always know exactly how it arrived at an answer. Try these tricks and watch your AI workflow speed up across any role or industry. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    CinemaSins takes on “Sinners” in a punchy 15-minute roast session—calling out every nitpick, plot hiccup, and character quirk in a movie they secretly adore. It’s a Halloween-themed roast where the snark is real but so is the love for one of the year’s best genre flicks. For more sinful fun, swing by cinemasins.com or their Linktree for all the latest videos, join the Discord and Reddit communities, fill out their cheeky poll, and consider supporting the crew on Patreon. You can also catch the writers’ snarky takes on Twitter, Instagram, and TikTok! Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) in 20 Minutes Or Less takes the usual CinemaSins approach—racking up all the “sins” in Marvel’s latest team-up flick while still admitting it’s pretty fun. Along the way they plug their website, YouTube channels, social feeds, a quick poll, Patreon support, and give shout-outs to the writers plus community hangouts on Discord, Reddit, TikTok and beyond. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators – Caravan of Garbage Review Mr Sunday Movies hails Predators (2010) as a much-needed return to form for the franchise, ditching the shine of Alien vs. Predator for a gritty jungle hunt with a rag-tag band of mismatched warriors. It still has the visceral thrills—mud, mayhem and high-stakes survival—but layers on smart twists that make it stand out from its predecessors. He also laments that this fan-favorite never got an actual sequel, and plugs his usual bigsandwich.co extras, extended audio editions, social feeds and merch for anyone who wants more rabbit-hole rabbit punches. Watch on YouTube  ( 6 min )
    Lexical scope in JavaScript
    Recently, a friend asked me, “What is lexical scope? Is it a type of Scope?”:). Great question!. Scope in JS often causes confusion. In this post, let’s discover Scope, Lexical scope in JavaScript Let’s start with scope. Scope determines the accessibility of variables. There are 3 types of scope: Global Function Block Global Scope Variables are declared outside any function or block Can be accessed everywhere in the code Function Scope Variables are declared inside a function Can be accessed only in a function, nested function, and can not be accessed outside of this function Block Scope Variables are declared inside a block (for, if..) (let, const) Can be accessed only in a block scope, can not be accessed outside of this block var doesn’t have block scope (because of hoisting, it will be…  ( 7 min )
    How We Solve Problems (And How Agents Should Too)
    When we tackle any task such as debugging code, answering questions, analysing data, completing workflows, we're essentially problem-solving agents using tools at our disposal: If it's familiar: We recall the steps from our memory or check our knowledge base If it's new: We are googling error messages, scanning Stack Overflow, pinging colleagues on Slack, tailing logs, running diagnostic commands Once we complete a task, one of two things or both happens: We document it - Add it to the wiki, create a runbook, update the knowledge base It lives in our head - We just remember "now I know how to do this" Next time the same task appears: We skip the research phase. We go straight to our documented solution or our memory. It's faster, more confident. Sometimes the old solution doesn't work anym…  ( 10 min )
    It's always DNS
    It is always DNS... Sometimes It might seem as if the DNS, or the "Domain Name System", is highly unreliable. A major AWS outage was traced to an incorrectly set-up DNS entry, and the old hands (and new hands) in the industry all smiled knowingly and said "it's always DNS", even though it was really the DynamoDB global table names, the DNS was working perfectly, and nobody else would have been using that DNS entry directly. The DNS isn't really the cause of many outages and problems - but it is involved in lots of them, and has privacy leaks and performance issues. And this is because it is usually so reliable we use it for literally everything, and use it with an intensity that results in us pouring information into it as well as relying totally on the information we get back. In this p…  ( 16 min )
    Good Intentions Aren’t Enough — Measure!
    Good thoughts and intuition can lead to good results, but only benchmarks lead to great results. Once upon a time, I had the opportunity to build a custom data structure. We needed something like a queue to act as a cache — a rolling buffer with a constant size, always filled with the latest data as the oldest expires. The requirements sounded simple: Single writer, multiple concurrent readers Readers iterate safely while data is being written As little garbage and synchronization overhead as possible Simple, right? Naturally, the first candidates were Java’s built-in structures: Structure Pros Cons ArrayList Simple, contiguous O(n) to remove oldest element LinkedList Fast removals Creates garbage, poor cache locality ArrayDeque Nearly perfect Not thread-safe, fails under con…  ( 8 min )
    Building BearMinder: a tiny macOS menubar app connecting Bear to Beeminder in Swift
    Sometimes the best way to learn a new language is to solve your own problem. I'm primarily a JAMstack developer. I build static sites with Eleventy, Jekyll, and Hugo. But I had a problem: I write daily in Bear and I wanted to automatically track my word counts in Beeminder without manual logging. The catch? Both Bear by Shiny Frog and Beeminder have APIs... but they're not web APIs. They're native APIs. Which meant I needed to learn Swift. So I did. 🧑‍💻 What I learned building Bearminder: The result? The lesson: For me, this was a reminder that good developers aren't defined by their tech stack. We're defined by our willingness to learn whatever solves the problem in front of us. If you're a Bear user who also uses Beeminder (niche, I know), the code's on GitHub: https://github.com/brenn…  ( 11 min )
    From Frustration to Focus: How Taking Notes Changed the Way I Learn Code🧠
    A few years ago, I caught myself watching the same tutorial for the third time. So, I decided to try something simple — taking notes while learning. Today, this habit has become a cornerstone of how I learn and grow as a developer. Here’s what I’ve learned along the way: 🧩 Writing in your own words reveals what you truly understand. Notion — for structured learning databases and linking concepts. In a fast-moving field like software development, the ability to learn efficiently is often more important than knowing everything. How do you approach learning in your development journey?  ( 7 min )
    Why Your CISO Should Be Fired
    Your org still treats security like a nightclub with a bored bouncer. Check the ID, wave them through, hope for the best. Meanwhile, attackers stroll in with backpacks full of malware and long-lived tokens. You call it “zero trust.” I call it negligence. Identity without environment proof is cosplay. If your controls verify who’s asking but not what they’re actually running, you’ve already lost. See the pattern in recent breaches: session cookies and OAuth tokens get lifted, SSO looks “fine,” and the attacker impersonates you all the way to prod. CircleCI’s 2023 postmortem spelled it out: malware stole a 2FA-backed session and the actor escalated into production. That wasn’t a missing TLS flag; it was missing runtime verification and binding of credentials to a measured environment. :late…  ( 8 min )
    How to Export Cost Optimization Hub Report
    AWS Cost Optimization Hub Reporting Automation This solution automates the extraction of AWS Cost Optimization Hub recommendations using AWS Lambda and stores them in Amazon S3 for further analysis and reporting. Architecture AWS Cost Optimization Hub: Source of cost optimization recommendations AWS Lambda: Processing engine for data extraction and transformation Amazon S3: Secure storage for generated CSV reports IAM Roles & Policies: Secure access control and permissions management Prerequisites AWS Account with appropriate permissions Access to AWS Cost Optimization Hub Basic understanding of AWS services (IAM, Lambda, S3) Implementation Steps Create an Amazon S3 bucket to store the generated cost optimization reports. Steps: Navigate to Amazon S3 in AWS Management Con…  ( 9 min )
    From Esolang to Numeric Script: Building Formin in Fortran
    Most programming languages begin with a clear intention. Formin didn’t. It started as a strange little esolang experiment built around an unusual flow-based command syntax, mostly for fun. Over time, though, something unexpected emerged: the structure turned out to be surprisingly good for concise numeric scripts and predictable control flow. That realization turned Formin from an esoteric toy into a small compiled language with a Fortran-based toolchain and a focus on math-heavy scripting. This post walks through the journey, the architecture, and some of the lessons learned while building a compiler and VM in Fortran. Origins: An Esolang With a Weird Syntax create#/greeting|'Hello!'/# color#/bright_green/# spew#/greeting|'World!/# It’s compact, rigid, and easy for an interpreter to read…  ( 7 min )
    Create a Text Editor With Go - Welcome Screen
    You can access the code of this chapter in the Kilo-Go github repository in the welcomescreen branch Currently your file structure should look something like this: Since we will be adding more features to the utils module, it only makes sense if we rename it from exit to utils mv exit utils File: utils/exit.go package utils import ( "fmt" "os" ) // SafeExit is a function that allows us to safely exit the program // // # It will call the provided function and exit with the provided error // if no error is provided, it will exit with 0 // // @param f - The function to call // @param err - The error to exit with func SafeExit(f func(), err error) { if f != nil { f() } if err != nil { fmt.Fprintf(os.Stderr, "Error: %s\r\n", err) os.Exit(1) }…  ( 12 min )
    Alternate reality without open source linux
    OK so I was doing some project and this came into my mind: What if linux made closed sourced instead of open-source? I asked chatgpt the same question, and I thought it's pretty awesome, just take a look chat link. Let me know what do you think? or how much gpt said it was true.  ( 6 min )
    Exploring NoSQL Data Analysis: A Practical Study Using a Kaggle Dataset
    🗂️ Step 1: Setting up MongoDB Atlas Username: 22cs181 Once your cluster is ready, click “Connect → Connect using MongoDB Shell” and copy the connection string. 💻** Step 2: Connect from Mongo Shell** `bash Then enter your password when prompted: Enter password: Sujitha If connection succeeds, you’ll see: Atlas atlas-xxxx-shard-0 [primary]> 📥 Step 3: Create a Database and Insert Records javascript Insert 10 sample business review records: javascript 🔍 Step 4: Queries javascript 🔤 4.2 Count of Reviews Containing “good” javascript 🏪 4.3 Get Reviews for a Specific Business ID javascript ✏️ Step 5: Update and Delete javascript 🗑️ Delete a Record javascript 📤** Step 6: Export Data to JSON/CSV** bash Then run the following from PowerShell (not inside mongosh) 👇 📄 Export as CSV bash 📦 Export as JSON bash 📊** Step 7: View the Exported Files** 🎯** Final Thoughts** Manage cloud-hosted databases Perform CRUD operations Export results in multiple formats This project demonstrates all essential MongoDB operations — perfect for Data Engineering and Database Management learning tasks.  ( 7 min )
    Building a Terminal Calculator That Actually Does Logic: Axion
    I built a calculator that does more than just add numbers. It's a full mathematical computing environment in your terminal with logical operations, comparison operators, unit conversions, and persistent memory. This is an active project - I'm constantly working on it, adding features, fixing bugs, and improving performance. Because most CLI calculators are just arithmetic. They add, subtract, maybe handle some trig functions, and that's it. I wanted something that could handle real computational work: Compare values and return boolean results Chain logical operations with proper precedence Convert between units without leaving the terminal Store variables and reuse them across sessions Handle scientific notation properly Remember your calculation history Basically, a calculator that works …  ( 10 min )
    Boost Productivity in Your BPO with AI Voice Agents
    Boost Productivity in Your BPO with AI Voice Agents Meta description: Deploy human-like AI voice agents to automate routine BPO calls, reduce average handle time (AHT), and scale operations without adding headcount. BPO teams face rising call volumes, tighter SLAs, and pressure to deliver more with the same headcount. Human-like AI voice agents automate repetitive interactions—verification, scheduling, FAQs—so skilled agents focus on high-value conversations. Learn more with the Monobot BPO solution. Manual verification and data gathering slow resolution and inflate costs. Constant hiring and training increase time to productivity and attrition. Long queues and repeat questions hurt customer satisfaction. Voice AI contains routine calls and hands off complex cases to humans with full c…  ( 7 min )
    AI and Visual Sentiment Prediction: Understanding Emotions Beyond Words
    In marketing and design, visuals speak louder than any slogan. A single image can evoke trust, excitement, nostalgia, or even discomfort — emotions that profoundly shape how audiences perceive brands. But what if technology could understand these emotional reactions before a campaign ever goes live? That’s the promise of AI and visual sentiment prediction — a transformative blend of artificial intelligence, psychology, and design analytics that enables marketers to measure and predict emotional responses to visual content. With the rise of AI-powered creative intelligence, brands can now quantify what was once purely intuitive: how colors, compositions, and imagery trigger human emotions. This insight empowers them to design visuals that don’t just attract attention but connect deeply with…  ( 8 min )
    Looking for feedback on something I built for creators
    Hey everyone, I’m Paulo, and I've recently started building my own products. I noticed that every time I wanted to share an idea online, I felt like I had to rewrite it to match the tone of each platform. So I built a small tool called PostIdentity. It is still early, but I am trying to understand if this idea actually helps creators or if it only solves a small personal pain of mine. I would really appreciate any honest feedback. Here are some short demos showing how it works: Post Generation: https://www.youtube.com/watch?v=eOhihIecnrw Extension: https://www.youtube.com/watch?v=zc7UfzwSFw0 MCP Server: https://www.youtube.com/watch?v=lrqwAnX3B_Y Thanks for reading, Paulo  ( 6 min )
    Building Git from Scratch in Go: What I Learned About Version Control Internals
    I didn't understand Git until I broke it open and rebuilt it from scratch. No libraries, no shortcuts - just SHA-256 hashing, tree structures, and commit graphs. TL;DR: I built a Git implementation in Go without using any Git libraries. No magic, just content-addressable storage and the object model. It works, it taught me more about Git in a week than years of using it, and here's what I learned. This wasn't from a single source. I pieced it together from: CodeCrafters - Their "Build Your Own Git" challenge gave me the structure and pushed me to actually implement things Random YouTube videos - Honestly, just searching "how git works internally" and watching whatever came up. Some were helpful, most weren't "Building Git" book - Wasn't really helpful for what I needed, but it did clarify …  ( 10 min )
    Hello DEV Community!
    Hi everyone! I love working with HTML, CSS, and Webflow to create elegant, structured designs that balance usability and aesthetics. #webdesign #frontend #html #css #productivity  ( 6 min )
    Make AI Your Copilot, Not Your Autopilot
    A few weeks ago, my company, QuestionPro, provided a subscription for GitHub Copilot. I hadn't used AI to write code entirely and had never "vibe coded" before. So, I thought I'd experiment with it. TL;DR: I'm not going to vibe code again! Maybe it was my lack of vibe code experience, but I couldn't get it to work very well. I wanted to create a sync manager to sync my local data to the cloud. I'm not a backend engineer, so I described to the AI what I wanted to do. It gave me a detailed PRD (Product requirement document), which I then fed to my agent—in this case, Copilot. It created some files, but they didn't work. I shared the error, it fixed something, and then it failed to work again. After some back and forth, it finally worked (or so I thought). And guess what? It had created four …  ( 11 min )
    AI in Creative Trend Forecasting: Seeing Tomorrow’s Aesthetics Today
    In an age where design trends evolve faster than ever, creativity is no longer just about intuition — it’s about foresight. Brands, artists, and marketers need to anticipate what audiences will love next, not just what they love now. This is where Artificial Intelligence (AI) steps in as a visionary partner, transforming creative forecasting from guesswork into a precise, data-driven science. Creative trend forecasting powered by AI allows creators to spot emerging patterns in design, color, culture, and emotion long before they become mainstream. By analyzing millions of visual, textual, and behavioral data points, AI helps creative teams stay ahead of the curve — crafting campaigns, visuals, and products that resonate with future audiences. Traditional trend forecasting relied heavily on…  ( 8 min )
    From TCP Sockets to Thread Pools - Building a Production Grade Web Framework
    From TCP Sockets to Thread Pools: Building a Production-Grade C++ Web Framework When you type a URL into your browser and hit enter, something magical happens behind the scenes. Within milliseconds, your request travels across the internet, finds the right server, gets processed, and returns with the content you requested. But have you ever wondered what's really happening inside that web server? Building a web server from scratch strips away the magic and reveals the elegant engineering underneath. It's where operating system concepts, network programming, and concurrent computing converge into a single, cohesive system. This is the story of NanoHost - a journey from raw TCP sockets to a production-grade C++ web framework. Every web server begins with a socket - a file descriptor that a…  ( 11 min )
    Web Developer Travis McCracken on The Tools I Use Every Day as a Web Developer
    Exploring Backend Development with Rust and Go: Insights from Web Developer Travis McCracken As a passionate Web Developer specializing in backend technologies, I've spent a significant portion of my career exploring the strengths of languages like Rust and Go for building robust, scalable APIs. These languages are transforming backend development, offering performance, safety, and concurrency features that traditional languages often struggle to match. Today, I want to share my insights on working with Rust and Go, including some of my favorite projects — fictional, but illustrative of the kinds of ideas I love to experiment with. Rust has rapidly gained popularity among backend developers, thanks to its focus on safety and performance. Its memory safety guarantees without a garbage col…  ( 8 min )
    How I Learned IaC Without Losing My Mind 🤯
    Prologue: The Quest for IaC Experience I decided to prepare for an SRE/DevOps internship and learn Infrastructure as Code. The challenge: build a portfolio project demonstrating IaC skills, but without using clouds or paid VPS — student budget is tight, and I don't trust those “free trials” that suddenly turn into bills. I asked AI assistants for advice and got: "Use Vagrant + Ansible + Terraform!" Sounded impressive. In practice… well, let's just say it was an adventure. Installed Vagrant on my CachyOS and added plugins as recommended by Arch Wiki. Created a basic Vagrantfile — what could possibly go wrong? Error #1: The Ghost of Plugins Past undefined method 'exists?' for class File (NoMethodError) path && File.exists?(path) The vagrant-vbguest plugin had been abandoned since …  ( 7 min )
    How AI Can Help Households Reduce Food Waste and Save Money
    As a Software Engineer passionate about digital transformation and AI innovation, I wanted to explore how artificial intelligence can help families make smarter food decisions. This idea became the foundation for “SavvyBite” an AI-driven food budgeting and cooking companion designed to make home management smarter, cheaper, and more sustainable. The Problem: Everyday Waste, Hidden Costs Most people don’t realise how much money they lose due to poor planning. Unused groceries, forgotten leftovers, and impulsive shopping decisions add up. Beyond household budgets, this creates a significant environmental impact through energy and resource waste. That’s where technology, particularly AI and data-driven insights can make a real difference. The Solution: Predictive Food Budgeting SavvyBite’s co…  ( 7 min )
    Stop Coding in Chaos: Why You Need a Pro Dev Environment Now (And How to Set It Up)
    When you start a new project the temptation is to jump right into the "fun" part: writing code. Setting up linting, formatting and testing feels like "admin work" you can do later. This is a trap Fast forward two weeks, your code works but it's a mess. Formatting is inconsistent, you are terrified to refactor anything in case it breaks and adding a new feature feels like you are playing Jenga. You are living in chaos. The best time to set up your proffessional development environment is in the very beginning. A few minutes of setup now, saves you hours of pain later. This post will help you build the essential scaffolding for any pro project. Linting (Finding code problems) Formatting (Making it look consistent) Testing (Making it robust) CI/CD (Automating it all) First, let's stop arguing…  ( 9 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    Tired of endless prompt tweaking? Jeff Su shows four ChatGPT power-moves—Prompt Reversal, the 5-Minute Amplifier, the Red Team critique loop, and Blueprint Scaffolding—that streamline your process and can literally cut your AI workload in half. Each trick comes with real-world examples you can swipe and use immediately. Plus, you get tons of bonus goodies: a free HubSpot ChatGPT ebook, blog post walkthrough, video timestamps for quick jumps, and links to Jeff’s AI course, productivity gear, and more—so no matter your role or industry, you’ve got everything you need to level up your workflow. Watch on YouTube  ( 6 min )
    Leveraging Synthetic Data for Enhanced AI Agent Evaluation
    As AI agents become more sophisticated and deploy across critical business functions, teams face a fundamental challenge: how do you thoroughly evaluate agent performance when real-world data is scarce, expensive, or privacy-constrained? This data scarcity problem becomes especially acute when testing edge cases, rare scenarios, or newly designed features that haven't yet accumulated production data. Synthetic data—artificially generated datasets that preserve the statistical properties and patterns of real data—has emerged as a powerful solution to this evaluation challenge. Research shows that synthetic data has been proven effective across a diverse array of tasks and domains, enabling teams to test AI agents against scenarios that would take months or years to encounter naturally. This…  ( 15 min )
    Building a Secure Stripe Checkout Integration with ASP.NET Core and Webhook Handling
    Intro This demo shows how to integrate Stripe Checkout with ASP.NET Core. We handle the complete payment flow including session creation, webhook processing, and race condition management between client callbacks and server notifications. Why this matters: Stripe webhooks and client callbacks can arrive in any order. Your system needs to handle this race condition safely. This demo shows atomic state transitions and proper webhook verification for production-grade payment processing. (This demo simplifies some production implementations, explained in detail at the end.) The project contains a single ASP.NET Core application running on https://localhost:5001. Folder Structure: stripe-checkout-aspnet-demo/ ├── Controllers/ │ ├── CheckoutController.cs # Creates Stripe sessions │ ├── …  ( 10 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators – Caravan of Garbage dives back into the raw thrills of the ’80s classic by dropping a scrappy band of misfits into a muddy jungle playground and pitting them against the ultimate hunters. Unlike its weaker predecessors and the Alien vs. Predator detours, this 2010 reboot adds fresh twists that make the bloodshed feel new again. Despite the roaring fan love (and Mr Sunday Movies’ stamp of approval), we never got a true sequel to build on its momentum. If you’re craving more Predator lore with that gritty jungle vibe, this review is your ticket back to the hunt. Watch on YouTube  ( 6 min )
    The Human Margin
    Generative artificial intelligence has quietly slipped into the fabric of daily existence, transforming everything from how students complete homework to how doctors diagnose chronic illnesses. What began as a technological curiosity has evolved into something far more profound: a fundamental shift in how we access information, create content, and solve problems. Yet this revolution comes with a price. As AI systems become increasingly sophisticated, they're also becoming more invasive, more biased, and more capable of disrupting the economic foundations upon which millions depend. The next twelve months will determine whether this technology becomes humanity's greatest tool or its most troubling challenge. Walk into any secondary school today and you'll witness a transformation that would…  ( 25 min )
    Creating Custom Evaluators to Measure Model Quality
    As AI applications move from prototype to production, teams face a critical challenge: how do you systematically measure whether your AI agent is actually performing well? Generic benchmarks like MMLU or HumanEval provide baseline metrics, but they rarely capture the specific quality criteria that matter for your use case. This is where custom evaluators become essential. Custom evaluators allow teams to quantify performance based on application-specific requirements, moving beyond generic metrics to measure what truly matters for their users. Whether you're building a customer support agent, a code generation system, or a medical diagnosis tool, the ability to create tailored evaluation metrics can be the difference between shipping a reliable product and dealing with production failures.…  ( 13 min )
    Introducing the new Community Dashboard on TailView.work
    We just shipped a brand‑new Community Dashboard on TailView.work—purpose‑built for Rails developers who want a fast, modern, and accessible social surface without pulling in a front‑end megaframework. It’s powered by Tailwind CSS, Hotwire (Turbo + Stimulus), and real‑time updates via ActionCable. Built with Rails 7+, Tailwind, Turbo, Stimulus, and ActionCable Real‑time feed: new posts appear instantly without page refresh Clean, focused UI with native and for accessibility Thoughtful UX: keyboard‑first, high‑contrast states, reduced JS complexity Production‑ready patterns you can copy into your app Rails teams told us they needed: A real‑time, low‑friction place to share what they’re shipping Zero‑build, no‑webpack front‑end they can actually maintain An interface that f…  ( 7 min )
    Preventing AI Project Failures Through Effective Prompt Engineering
    Flawed prompts derail AI projects before they start. Teams burn weeks adjusting prompts without testing frameworks, producing unreliable outputs that erode user confidence. Vague prompts cause AI models to hallucinate or contradict themselves—imagine a support chatbot asking customers to repeat information they already shared. Careless prompt design also opens security holes, allowing attackers to inject malicious commands that hijack the system. This guide covers prompt engineering best practices that prevent these failures and help you extract maximum value from AI models. Well-organized prompts produce reliable AI responses. Breaking your instructions into distinct sections prevents confusion and ensures the model understands exactly what you need. Think of prompt structure as the arc…  ( 9 min )
    Tokens: The Invisible Building Blocks of Large Language Models
    Even though Large Language Models (LLMs) appear to expertly understand and generate language, the truth is, like any other computer technology, they only deal in zeros and ones. So, how can an LLM, which only knows 0s and 1s, engage in such deep conversations with us using language? The first piece of that puzzle lies in what we're talking about today: the 'Token'. In this post, we're going to dive into what tokens—the literal cells of an LLM—actually are, why they are so crucial, and how these small units impact AI performance, cost, and even linguistic fairness. As always, we'll keep the math to a minimum. Let's start by uncovering the identity of the token. Simply put, a token is the basic unit an LLM uses to process text. Still a bit vague? Take the sentence, "I am hungry." If you want…  ( 17 min )
    apimock-rs features: external interfaces and ipv6 support
    Confirmation was finished ✅️ ✅️ Our apimock-rs supports both of: 🚪 Listener to external interfaces (all interfaces) ❄️ IPv6 https://apimokka.github.io/apimock-rs/advanced-topics/listener/index.html It is a developer-friendly, featherlight and functional HTTP(S) mock server built in Rust 🩵  ( 6 min )
    GNSS Fix with RTL-SDR (in Linux!)
    This will probably only serve my terrible memory in a couple of months when I revisit the topic and I have forgotten how I made it work, but I've heard AI guys are running out of training material so... From their ownrepo: GNSS-SDR This program is a software-defined receiver which is able to process (that is, to perform detection, synchronization, demodulation and decoding of the navigation message, computation of observables, and, finally, computation of position fixes) Global Navigation Satellite System's signals LNA GNSS Antenna (in my case this) RTLSDR V3-V4 recommended since they have software enabled Bias Tee Computer running Debian based system (Debian 9, Ubuntu 14.10 or above, in my case Ubuntu 24.04). From the README.md we can just follow along and install: $ sudo apt install bui…  ( 10 min )
    A free and production-ready event sourcing database engine: Meet Genesis DB CE
    Over the past months I've been building Genesis DB, an event-sourcing database engine designed around simplicity, performance, and real-world usability. Recently, I released the Genesis DB Community Edition. Completely free to use. Genesis DB CE is the freely available version of the database engine. Built for developers who want to explore event sourcing without friction, or use it productively in small-to-large projects. The goal isn't to limit you, it's to lower the barrier to entry. The Community Edition focuses on accessibility and learning, not artificial constraints. It's powered by the same core engine as the commercial edition, the same performance, the same reliability, the same expectations for serious developers. Docs: https://docs.genesisdb.io  ( 6 min )
    The Real AI Startup Stack: $33M Valuations, $1.2K OpenAI Bills
    Three weeks of network tracing revealed the truth: 73% of “AI startups” are thin wrappers running million-dollar hype on borrowed APIs. The $33M AI Startup Running on a $1.2K OpenAI Bill” Let’s be honest: half of what’s called “AI innovation” right now is just ChatGPT with a startup hoodie. I’m not saying that to be edgy I literally reverse-engineered 200 “AI startups” over three weeks. I looked at their network calls, tech stacks, and API usage. The results? About 73% of them were just pretty frontends sitting on top of OpenAI or Anthropic, some LangChain magic sprinkled in, and a fancy landing page claiming “proprietary AI.” It’s the new gold rush: everyone’s building “AI platforms,” but under the hood it’s the same OpenAI key, a Firebase DB, and an $89/month Vercel plan. A few even lef…  ( 12 min )
    You've probably noticed it. You're watching a video on YouTube, and the area around the video starts to softly glow, picking up the colors from the content itself.
    Dynamic Theming: A Developer’s Guide to Adaptive Color in UI Mike Vardy ・ Nov 9 #frontend #designsystem #uxdesign #ux  ( 6 min )
    [Boost]
    Reinventing Kubernetes in 2025: a post-mortem of my “simple” stack ・ Nov 5 #webdev #programming #kubernetes #devops  ( 5 min )
    Level Up Your SPA: Advanced Performance Optimization for Beginners
    Level Up Your SPA: Advanced Performance Optimization for Beginners Ever visited a website that felt sluggish and unresponsive? That's the opposite of what we want for our Single Page Applications (SPAs)! While SPAs offer fantastic user experiences with their dynamic interfaces, they can sometimes struggle with performance if not properly optimized. But don't worry, you don't need to be a performance guru to make a real difference. Let's dive into some advanced, yet accessible, optimization techniques. A slow SPA isn't just annoying; it can seriously impact your project's success. Think about it: User Experience: Nobody likes waiting. Slow loading times and laggy interactions lead to frustrated users who are more likely to abandon your app. SEO: Search engines like Google consider pag…  ( 8 min )
    Foundation Models for Scientific Discovery: From Paradigm Enhancement toParadigm Transition
    How AI Foundations Like GPT‑4 Are Changing the Way Science Works Imagine a lab partner that never sleeps, can read millions of papers in seconds, and even suggests fresh experiments. Scientists have discovered that powerful AI tools such as GPT‑4 and AlphaFold are becoming that partner, turning the traditional “think‑then‑test” routine into a faster, smarter adventure. It’s a breakthrough that promises everyday benefits—healthier drugs reaching us sooner and smarter solutions for climate challenges. Stay curious and watch the science of tomorrow unfold today. Read article comprehensive review in Paperium.net: Foundation Models for Scientific Discovery: From Paradigm Enhancement toParadigm Transition 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 22 min )
    Parametric vs Non-Parametric Tests: A Beginner's Guide
    The Big Picture: What Are We Even Testing? When you're analyzing data and want to test hypotheses, you need to choose the right statistical test. But here's the thing: not all tests are created equal, and not all data fits the same mold. This is where the distinction between parametric and non-parametric tests becomes crucial. Think of it as choosing between two different toolkits ie one requires your data to meet certain conditions, the other is more flexible. Keep in mind these central questions: "Does my data follow a specific distribution?" ie This determines which approach you can use. "What assumptions am I willing to make about my data?" ie This is the heart of the parametric vs non-parametric choice. Okay we'll go through parametric tests, then non-parametric then we'll compare t…  ( 9 min )
    Optimizing Automotive Navigation: The Role of Geospatial Data in Fuel Efficiency and Driver Experience
    In an era where every byte of data holds value, it's easy to overlook the foundational importance of highly accurate, up-to-date geospatial data within automotive navigation systems. Beyond simply showing "where to go," modern map data plays a critical, often hidden, role in enhancing fuel efficiency and refining the overall driver experience. For developers building connected car applications, understanding this relationship is key to unlocking true value. Fuel Efficiency: Beyond the Powertrain While engine and aerodynamic design are primary drivers of fuel efficiency, intelligent navigation systems, powered by precise map data, offer significant secondary gains. Predictive Powertrain Control (PPC): Advanced ADAS features use map data to "look ahead" at road gradients, curves, and upcomin…  ( 7 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    Jeff Su reveals four ChatGPT hacks that halve your AI workflow: Prompt Reversal Technique, the 5-Minute Amplifier, Red Team self-critique, and Blueprint Scaffolding. These tricks help you reverse-engineer winning prompts, repurpose a single idea across formats, force ChatGPT to critique its own output, and map its thought process before execution. They’re super-easy to apply in any role or industry—and save you hours of trial and error. Dive into the illustrated examples in his free ebook and blog post to get started fast. Watch on YouTube  ( 6 min )
    SimpSave 10: A “ready-to-use” lightweight database, now supporting multiple engine options (including SQLite).
    How to persist data in Python? import simpsave as ss ss.write('key', [1, 2, 3]) print(ss.read('key1').append(4)) # [1, 2, 3, 4] If the project helps you, please feel free to give it a Star on GitHub :) https://github.com/Water-Run/SimpSave SimpSave is a Python featherweight key-value storage database for Python basic variables, leveraging Python's native powerful data structure support, "read-and-use", extremely easy to get started with, very suitable for use in various small scripts such as student assignments, or as configuration files, etc. SimpSave 10 is a major upgrade, bringing optional engine capabilities: the engine wrapper for sqlite provides it with a usable level in some lightweight production environments (although the functional API has no connection pool mechanism); while fo…  ( 12 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is Cinemasins’ cheeky Halloween video where they gleefully nitpick one of the year’s best genre films in record time—while also plugging their main site, YouTube spin-off channels and a fan poll (plus a Patreon shout-out if you’re feeling generous). The episode credits a dream team of writers (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel) and points viewers to their Discord, Reddit, Instagram, TikTok and Jeremy’s book through a handy Linktree for even more sinful fun. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    TL;DR CinemaSins just released a snarky 20-minute deep-dive on everything wrong with Thunderbolts—and, of course, they still can’t help but wonder if the flick’s kinda awesome anyway. Expect the usual “sins” countdown with cheeky commentary from Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel. Wanna join the party? Hit up their website, Discord, Reddit and social channels, cast your vote in the “sinful poll,” or toss a few coins their way on Patreon to keep the jokes coming. Watch on YouTube  ( 6 min )
    Python Web Frameworks: Crafting the Future of Web Development
    Python Web Frameworks: Crafting the Future of Web Development Introduction: The Pythonic Revolution in Web Development Python has transcended its origins as a general-purpose programming language to become a cornerstone of modern web development. Its simplicity, readability, and vast ecosystem empower developers to create everything from simple websites to complex, AI-driven web applications. At the heart of this revolution lie Python web frameworks—tools that streamline development, enforce best practices, and accelerate deployment. Why Python for Web Development? Readability & Maintainability: Python’s clean syntax reduces cognitive load, making codebases easier to maintain. Rich Ecosystem: Libraries for AI, data science, and cybersecurity integrate seamlessly with web frameworks. Commun…  ( 8 min )
    ✅ *25 Essential Coding Abbreviations* 💻
    1️⃣ HTML – HyperText Markup Language 2️⃣ CSS – Cascading Style Sheets 3️⃣ JS – JavaScript 4️⃣ API – Application Programming Interface 5️⃣ SDK – Software Development Kit 6️⃣ SQL – Structured Query Language 7️⃣ JSON – JavaScript Object Notation 8️⃣ OOP – Object-Oriented Programming 9️⃣ IDE – Integrated Development Environment 🔟 HTTP – HyperText Transfer Protocol 1️⃣1️⃣ HTTPS – HyperText Transfer Protocol Secure 1️⃣2️⃣ DOM – Document Object Model 1️⃣3️⃣ REST – Representational State Transfer 1️⃣4️⃣ AJAX – Asynchronous JavaScript and XML 1️⃣5️⃣ XML – eXtensible Markup Language 1️⃣6️⃣ TCP/IP – Transmission Control Protocol / Internet Protocol 1️⃣7️⃣ UI – User Interface 1️⃣8️⃣ UX – User Experience 1️⃣9️⃣ CLI – Command Line Interface 2️⃣0️⃣ MVC – Model-View-Controller 2️⃣1️⃣ CRUD – Create, Read, Update, Delete 2️⃣2️⃣ JSON – JavaScript Object Notation 2️⃣3️⃣ SQL – Structured Query Language 2️⃣4️⃣ FTP – File Transfer Protocol 2️⃣5️⃣ VPN – Virtual Private Network 💬 Tap ❤️ for more!  ( 6 min )
    🚀 Building a Job Search Agent with Mastra, Google Gemini, and A2A Protocol
    AI agents are transforming intelligent automation, and Mastra is leading the way. In this post, I’ll show how I built the Findwork Agent — an AI that fetches real job listings and interacts naturally with users. What Mastra is and how it works Setting up your Google API key (via AI Studio) Understanding the A2A Protocol and multi-agent interaction Creating and deploying your agent to Mastra Cloud Integrating your agent with Telex 🧠 What Is Mastra? Mastra is an open-source framework for building intelligent AI agents that can reason, use external APIs, and communicate with others via the A2A protocol. Check out the documentation to learn more about Mastra and installation. A name Instructions (its role and tone) Tools (functions or APIs it can call) And an execution …  ( 12 min )
    🎯 Scenario #10 — Use kubectl diff to Preview Changes Before Applying in Kubernetes
    This scenario teaches you how to see what will change in the cluster BEFORE applying YAML, similar to Git diff but for Kubernetes. This is extremely useful in real DevOps workflows, especially CI/CD pipelines. Most cloud environments (GKE, EKS, AKS, Cloud Shell) already have it. Check: kubectl diff --help If it shows help output, you're good. Create file: # diff-deploy.yaml apiVersion: apps/v1 kind: Deployment metadata: name: diff-nginx spec: replicas: 2 selector: matchLabels: app: diff-nginx template: metadata: labels: app: diff-nginx spec: containers: - name: nginx image: nginx:1.21 ports: - containerPort: 80 Apply it: kubectl apply -f diff-deploy.yaml Verify: kubectl get deploy diff-nginx kubectl get pods -l …  ( 7 min )
    The Hidden Cost of Outdated Maps: Why Your Connected Car's Software is Only as Good as its Geospatial Data
    In the age of connected cars, over-the-air (OTA) updates, and advanced driver-assistance systems (ADAS), we often focus on the gleaming software features and sophisticated AI. Yet, there's a foundational layer that often gets overlooked, silently undermining the performance and safety of these cutting-edge vehicles: the geospatial data – your car's navigation maps. Many developers and product managers focus heavily on the user interface, routing algorithms, or new infotainment apps. But what happens when the map data itself is stale? The consequences range from minor frustrations to significant safety hazards, often revealing the true "technical debt" of an overlooked data pipeline. The Disconnect: Advanced Features vs. Obsolete Reality Imagine developing a sophisticated EV routing algorit…  ( 8 min )
    Learning SQL: The Language Behind Your Data
    Ever since I started getting interested in data and databases, SQL kept coming up everywhere. Job descriptions mentioned it, developers talked about it, and every data tutorial seemed to assume you knew it. I knew I should learn it, but something about "writing queries" and "working with databases" sounded... technical. Intimidating, even. What is SQL, anyway? SQL stands for Structured Query Language, but that formal name doesn't really tell you much. Here's what it actually is: it's how you ask questions to a database. SELECT * FROM users; I hit "Run" and... boom. A table full of data appeared on my screen. It felt too easy. Like there had to be more to it. But nope,that simplicity is exactly what makes SQL so useful. became my bread and butter. These two let me filter through data and g…  ( 8 min )
    The Last SVG Tool You’ll Ever Need: A Zero-Dependency Alternative to SVGR
    The SVG Mess We All Live In Let’s be honest: handling SVGs in modern web development is a fragmented mess. If you're on a React project, you npm install @svgr/webpack. The moment you switch to a Vue project, you're wrestling with vite-svg-loader. Working on a Svelte app? Time to find another package. Each tool comes with its own API, its own configuration, and—worst of all—its own mountain of transitive dependencies. A simple npm install @svgr/cli can dump over 15 packages and 18MB into your node_modules. This isn't just about disk space. It's about: Slower CI/CD pipelines A larger security attack surface Inconsistent workflows across your projects We've normalized this "one tool per framework" approach, but it's an anti-pattern. It’s time for a better solution. svger-cli: The Un…  ( 9 min )
    Audio Converter AI Review: Fast and Accurate AI Audio-to-Text Transcription
    In an era where audio content is everywhere — from lectures and webinars to podcasts and business meetings — the ability to convert speech into editable text quickly and accurately is crucial. Audio Converter AI is a web-based tool that promises high-accuracy AI transcription, speaker recognition, timestamps, and smart notes — all without signing up. The first impression is simplicity. The homepage guides you directly to upload audio files, with no distractions or complicated menus. You can: Drag and drop your audio (up to 1GB per file). Queue up to five files at a time. Choose your desired transcription options instantly. Everything happens in-browser, which means no installation is needed, and the interface is intuitive for students, content creators, and business professionals alike. H…  ( 7 min )
    Right Team, Right Funding: The Unseen Connection
    Right Team, Right Funding: The Unseen Connection In the high-stakes world of entrepreneurship, having a brilliant idea is just the beginning. The team behind your venture is crucial in securing the funding needed to bring your vision to life. Investors don't just bet on ideas—they bet on people. So, how can the right team enhance your ability to raise funds? Diverse Skillsets Attract Interest A well-rounded team with diverse skills can cover various aspects of business growth, from technical development to marketing strategy. This diversity not only demonstrates preparedness but also reduces perceived risk for investors, increasing their likelihood of backing your project. Proven Track Record Builds Trust Investors look for teams with a history of success. A proven track record, whether in past ventures or relevant industry experience, can significantly boost investor confidence. Highlighting a team member's previous successes in pitches can be a game-changer. Unified Vision Inspires Confidence A team that shares a unified vision showcases stability and commitment, key factors for investors. Consistency in your pitch and clear communication of goals indicate that the team is on the same page, ready to tackle challenges together. Leveraging technology like LeKlub-AI can make finding your perfect co-founder easier, ensuring your team has the right mix of skills and experience. Why leave it to chance when AI can help craft your dream team? Ready to match with your ideal co-founder and increase your funding chances? Try LeKlub-AI today and build a team that investors can't resist.  ( 6 min )
    Building a Decision-Making CLI Tool in Rust: "should-i"
    Introduction "What should I have for lunch?" "Should I try this new library?" From daily small decisions to technical choices, we face countless decisions every day. Why not let the universe decide for you? I built a CLI tool called "should-i" that helps you make decisions by consulting the yesno.wtf API. In this article, I'll share the implementation details and technical insights. should-i is a simple CLI tool that answers your questions with YES/NO/MAYBE. It also returns a GIF image URL, making the experience more engaging and visual. With the --open option, the tool automatically opens the response GIF in your browser: $ should-i "take a coffee break" --open 🎲 Asking the universe... ✅ YES! Do it! 🎉 🖼️ https://yesno.wtf/assets/yes/3.gif # Browser opens with the GIF automatically …  ( 12 min )
    🎯 Scenario #8 — Deploy a ReplicaSet and Verify Self-Healing of Pods in Kubernetes
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    Self-Healing Application Framework - Autonomous Issue Resolution with Agentic Postgres
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    🚀 Introducing Laravel ObjectId — The Fastest MongoDB-Style Identifier for Laravel Models
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    How to Force Application Termination on Microsoft Windows
    On Microsoft Windows, an application can stop responding, and closing it using the GUI might be impossible. If you have ever found yourself in such a situation, I can tell you that you can close such an application using the Windows command line utility. The following steps are how to go about it. There are several ways to do this. You can click the Start menu icon (on Windows 11) and search for Command Prompt. Or, if you want, you can open CMD by doing the following: Open the Windows Run dialog box by pressing and holding both the Windows Key and R on your keyboard. Type cmd and press the enter key on your keyboard. Note the name of the application that you'd like to forcefully shut down. Then type the following in the CMD. The successful execution of the following command will list all t…  ( 7 min )
    WTF is Bare Metal Cloud?
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    Google Play Approved: A Robust Compliance Solution for Android Devs
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    Weekly #45-2025: PHP Tricks, LLM Collaboration, SQL Speedups, and the Future of Web Payments
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    From TCP Sockets to Thread Pools - Building a Production Grade C++ Web Framework
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    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
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    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    CinemaSins just unleashed a playful “Everything Wrong With” take on what they’re calling one of the year’s best genre movies—packed into a 15-minute roast that’s equal parts snark and spooky Halloween cheer. They’re also hyping up their whole ecosystem: hit up cinemasins.com, dive into their YouTube spin-offs (TVSins, CommercialSins, CinemaSins Podcast), join the poll or support them on Patreon, and link up on Discord, Reddit, Instagram, TikTok and more. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less is your classic CinemaSins deep-dive, roasting every plot hole, cringe line, and “why is that even there?” moment in Marvel’s latest—but also wondering if the flick’s secretly awesome. Beyond the sin count, you get a buffet of CinemaSins goodies—hit up their main site or Linktree for extra vids and channels (@TVSins, @CommercialSins, @CinemaSinsPodcastNetwork), join the Discord and Reddit communities, fill out their sinful poll, or support the squad on Patreon. Don’t forget to follow the sin-smiths (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) on Twitter and Insta for your daily nitpick fix! Watch on YouTube  ( 6 min )
    Best no-code app builders for startups
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    From Vibe Coder to Vibe Architect: Evolving from Implementation to Strategy
    From Vibe Coder to Vibe Architect — Evolving from Implementation to Strategy “The journey from Vibe Coder to Vibe Architect is not just about technical growth — it’s about elevating your influence and ensuring that not only do individual features feel right, but that the entire system is built right.” In today’s development world, many talented front-end and creative developers possess a unique “vibe” — a sensitivity to aesthetics, emotion, and user experience that guides how they build. These developers are what we call Vibe Coders. A Vibe Coder works primarily on intuition and feedback loops: Driven by aesthetic sensibility and emotional resonance Motivated by immediate visual feedback Deeply focused on how things feel, not just how they work Typical domains include: Fro…  ( 8 min )
    I just finished building Pulse HMS — a full-scale Hospital Management System with over 200,000 lines of code.
    This wasn’t a quick weekend project. It’s been a long, challenging, and insanely rewarding journey turning an idea into a real, production-level SaaS product. Pulse HMS is designed to make hospital and clinic workflows smarter, faster, and more human-centered. I wanted to create something that goes beyond just managing patients and appointments — something that feels like a real system used by actual staff and patients. Here’s a glimpse of what’s inside 👇 🩺 Core Features Smart Appointment System with real-time status tracking QR Code Check-ins for patients Detailed Patient Records, History & Reports AI-based “What’s Changed?” summaries for doctors Instant Mini Reports generated with AI templates Offline Booking Cache (works even if internet drops) Print Mode with brand-aligned clean layouts Fake Data Mode for demos & staff training Role-based Access (Admin, Doctor, Receptionist, Patient) Mobile-first Patient View + Desktop Admin Panel 💻 Tech Stack 💡 Why I Built It ⚙️ What’s Next Integrating AI-powered analytics Enhancing the patient-facing dashboard Deploying a live demo for hospitals and clinics Adding support for multilingual and local regions This project pushed my limits as a developer — from UI/UX decisions to backend performance, it’s been pure learning and growth. Excited to share more updates and a full walkthrough soon! BuildInPublic #PulseHMS #SaaS #Nextjs #Python #HealthcareTech #FullStack #DeveloperJourney  ( 7 min )
    🎃 GhoulEats - A Spooky Restaurant Experience
    This is a submission for Frontend Challenge - Halloween Edition, Perfect Landing Hey everyone! I’m excited to share my project - GhoulEats, a spooky and interactive restaurant website built with React, Vite, Tailwind, React router and Framer Motion. This project is special to me because it pushed me to explore motion design, creative theming, and UI storytelling all in a short span of a few days. I started around November 6th, and from then till November 9th, I poured everything I had into bringing this haunted concept to life. GhoulEats is a Halloween-themed restaurant website that blends creativity, design, and interactivity. It’s not just about pages it’s an entire spooky dining experience built for the web. Each page has its own eerie charm from creepy AI-generated chefs to animated me…  ( 7 min )
    Scenario #7: Inject sensitive values using Secrets into Pods in Kubernetes
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    Building Advanced Search with PostgreSQL: pg_search on AWS
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    InfiMed-ORBIT: Aligning LLMs on Open-Ended Complex Tasks via Rubric-BasedIncremental Training
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    🚀 The Solo Developer's Choice: Why I Migrated My Backend from Go to Elixir/Phoenix
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    ⭐ Scenario #5: Configure Environment Variables from ConfigMap in a Pod
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    TLS For AI Agents? No. Wristbands For The Idiots In Line
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    How to understand large typescript codebase
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    Create Synthetic Data - A Comprehensive Guideline
    Overview What is Synthetic Data? Why Use Synthetic Data? Translate a dataset from one language to another language can be a good choice Generating more time series data points following observed patterns Example Prompt Refer to FEATURES.md for the fields to include: date, open, high, low, close, adjusted close, and volume. Folder Structure synthetic-data/ Support a range of dataset sizes and feature counts scripts/generate_datasets.py Parameters Makefile targets FEATURES.md Example Synthetic Data Features Feature Name Description Data Type Example Values Date Date of the stock price record Date 2015-03-31 Open Opening price of the stock Float 0.555 High Highest price of the stock Float 0.595 Low Lowest price of the stock Float 0.53 Close Closing price of the stock Float 0.565 Adj Close Adjusted closing price of the stock Float 0.565 Volume Trading volume of the stock Integer 4816294 Sample data Date,Open,High,Low,Close,Adj Close,Volume 2015-03-31,0.555,0.595,0.53,0.565,0.565,4816294 2015-04-01,0.575,0.58,0.555,0.565,0.565,4376660 2015-04-02,0.56,0.565,0.535,0.555,0.555,2779640 Final Notes R is a strong alternative to Python for synthetic data generation Combine with LLMs to create more context-aware synthetic data is a promising direction, tailor your prompts faker can be replaced by using LLM API calls to generate more realistic and diverse synthetic data samples.  ( 9 min )
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    How to understand large Golang codebase
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    Best AI Model Photography Services for Apparel Brands (2025)
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    Conquering Google Play Store Approval: A Compliant Android Dev's Guide
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    NPR Music: Emily King: Tiny Desk Concert
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    ✅ Scenario #4 — Debugging with Ephemeral Debug Containers in Kubernetes
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    The Silent Killer of Your SaaS Growth
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    My new project: Coz.jp
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    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    4 ChatGPT Hacks that Cut My Workload in Half This video walks you through four killer techniques—Prompt Reversal, the 5-Minute Amplifier, the Red Team Technique, and Blueprint Scaffolding—that will slash your AI workflow time in half. Each hack shows you how to reverse-engineer great prompts, spin one piece of content into multiple formats, have ChatGPT rigorously critique its own work, and force it to lay out its reasoning step by step before execution. These methods are packed with real-world examples you can apply right away, no matter your role or industry. They’ll stop you from endlessly refining prompts and get you faster, more reliable results—every single time. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    TL;DR CinemaSins just unleashed “Everything Wrong With Sinners In 15 Minutes Or Less,” a tongue-in-cheek Halloween-themed roast of one of the year’s best genre flicks. They promise all the signature “sins,” plus links to their site, socials, Patreon and a tiny poll to get your feedback. Alongside the video promo they drop links to Discord, Reddit, TikTok and more—you’ll even find a shout-out to their writer squad (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel). Whether you’re here for movie roasting or community vibes, they’ve got you covered. Watch on YouTube  ( 6 min )
    Language Models Model Language
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    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    TL;DR CinemaSins just dropped “Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less,” where they gleefully rip into every plot hole, cringe-worthy moment and cheeky Easter egg in the latest Marvel mash-up. Amid the snark, they even wonder if the movie might secretly be pretty great—spoiler: they’ll let you decide. On the side, they’re shilling all their usual stuff: polls, Patreon, Twitch, Reddit, Discord and a whole squad of social-media handles, plus writer shout-outs to Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel. If you love nitpicking blockbuster flicks, this is your vibe. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators – Caravan of Garbage Predators (2010) takes the franchise back to its roots after the 1990 sequel and two Alien vs. Predator flops, dropping a rag-tag band of lunatics into a muddy jungle showdown. Mr Sunday Movies applauds its fresh twists and tight, back-to-basics action—so good that fans still lament the lack of a direct follow-up. This Caravan of Garbage review is brought to you by Mr Sunday Movies. For bonus content, podcasts, merch and more, check out bigsandwich.co and follow their socials! Watch on YouTube  ( 6 min )
    Building PolicyPal , An AI-Powered Health Insurance Plan Assistant on Google Cloud Run
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    How To Create an Object Lifecycle Policy for Amazon S3
    1. Create an S3 bucket Click Create bucket Set Bucket Name as Unique Name Click Create bucket Click Upload Click Add files Choose Your File and Click Upload Click Test.txt Check at Storage class Click Your bucket name Click Managment and Create lifecycle rule Write lifecycyle-rule at Lifecycle rule name Select Apply to all objects in the bucket Click I acknowledge that this rule will apply to all objects in the bucket. Select Lifecycle rule actionslike this and choose Choose storage class transitionsand write Days after object creation at Transition current versions of objects between storage classes Write days at Days after object creation and Permanently delete noncurrent versions of objects Click Create rule That it is. Congratulations, you have completed Lab-How To Create an Object Lifecycle Policy for Amazon S3 Repository: AWS Learning Labs  ( 6 min )
    Accelerating LLM Inference: How C++, ONNX, and llama.cpp Power Efficient AI
    Introduction Large Language Models (LLMs) have transformed how we interact with AI, but running them efficiently remains a significant challenge. The computational demands of generating resp This article explores three critical technologies that enable efficient LLM inference: C++ for high-performance execution, ONNX for model portability, and llama.cpp for optimized local deployment. Together, these tools help developers bridge the gap between powerful AI models and practical, real-world applications. When deploying LLMs, inference performance directly impacts: User Experience: Lower latency means faster responses Cost Efficiency: Better performance = fewer computational resources Accessibility: Efficient inference enables edge and mobile deployment Scalability: Optimized models can se…  ( 8 min )
    SCAR: A High-Trust Operating System for AI Coding Assistants (Stop Package Hallucinations in Your Repo)
    AI coding assistants are everywhere—but trust is not. We’ve all seen it: Invented npm/PyPI packages that don’t exist. Confident code that ignores your architecture. “TODO: implement later” mocks accidentally shipped to production. Long context windows wasted because the model never actually reads your repo. SCAR fixes this. SCAR (Specification for Code Assistant Reliability) is a high-trust operating system for AI coding assistants. It’s an open specification powered by a single prompt.yaml that turns generic models into governed, senior-level engineering copilots. Get SCAR: https://github.com/redmoon0x/scar-spec.git What SCAR Solves Package hallucination Enforces strict package verification rules. No suggesting libraries that don’t exist. Encourages verified, documented, actively maintain…  ( 7 min )
    Building a Scalable Agent-to-Agent (A2A) Communication Protocol on AWS
    In the rapidly evolving landscape of AI agents and autonomous systems, enabling seamless communication between different agents has become crucial. The Agent-to-Agent (A2A) protocol provides a standardized way for AI agents to interact, exchange messages, and coordinate tasks. In this article, I'll walk you through our implementation of an A2A gateway built on AWS serverless architecture. Agent-to-Agent communication is a protocol that allows different AI agents to interact with each other in a standardized way. Think of it as an API contract specifically designed for agent interactions. Rather than having agents communicate through proprietary interfaces, A2A provides: Standardized message formats using JSON-RPC Task lifecycle management (submit, track, cancel) Context preservation across…  ( 10 min )
    Scenario #2: Multi-container Pod (Sidecar pattern) for logging in Kubernetes
    This one will show how multiple containers in a single Pod can share data and work together, just like microservices collaborating closely inside one unit. Create a multi-container Pod with: One main container running NGINX One sidecar container that tails NGINX access logs and prints them to its own stdout (mimicking a log forwarder) This demonstrates the Sidecar Pattern — where an auxiliary container extends or supports the main container’s function. Create a file named nginx-sidecar-pod.yaml apiVersion: v1 kind: Pod metadata: name: nginx-sidecar-pod labels: app: nginx-sidecar spec: containers: - name: nginx image: nginx:latest ports: - containerPort: 80 volumeMounts: - name: shared-logs mountPath: /var/log/nginx - name: sidecar-logger im…  ( 7 min )
    Interpolate a Video from the First and Last Frames with Veo 3.1 and Nano Banana
    Google released Veo 3.1 with new features and one of them is using the first and last frames to interpolate a video. When leveraging the image generation of Gemini 2.5 Flash Image model (a.k.a Nano Banana), Veo 3.1 model can use the first and last images to generate a short video. This interpolation feature is specifically enabled by the lastFrame parameter, a capability exclusive to the latest Veo 3.1 model. This blog post describes how I used Gemini 2.5 Flash Image model to implement a visual story feature to create a sequence of images. Then, Veo 3.1 uses the first and last images to create the dynamic content of a video. This feature exists in Veo 3.1 only, so the application should not call it when Veo 2 or Veo 3 is used. I added a new environment variable, IS_VEO31_USED, to indicat…  ( 9 min )
    Application of API Testing Frameworks in Java Introduction
    Introduction In modern software development, API testing frameworks play a crucial role in ensuring that communication between services is reliable, consistent, and secure. APIs (Application Programming Interfaces) are the backbone of microservices architectures, and their stability directly affects the performance of entire systems. Frameworks such as RestAssured, Postman/Newman, and Karate allow developers to automate API testing and integrate it into Continuous Integration (CI/CD) pipelines. This article focuses on the application of RestAssured in Java for efficient API testing automation. Why Use an API Testing Framework? Manually testing APIs through tools like Postman is suitable for initial exploration, but for large-scale systems, automated frameworks provide significant advan…  ( 7 min )
    Simplifying Prometheus Metrics in Go with prometric-go
    Effortless observability for your Go applications — without the boilerplate. As Go developers, we all want observability — to know how our APIs perform, how many requests we handle, and how our systems behave in production. Prometheus is fantastic for that — but setting up metrics in Go can quickly turn verbose: counter := prometheus.NewCounterVec( prometheus.CounterOpts{Name: "http_requests_total", Help: "Total HTTP requests"}, []string{"path", "method", "status"}, ) prometheus.MustRegister(counter) And soon your code fills with boilerplate. That’s why I built prometric-go — a lightweight, idiomatic helper library that makes exposing Prometheus metrics in Go as simple as possible. prometric-go is a minimal Go library that wraps Prometheus client_golang and provides ready-to-use m…  ( 8 min )
    I built Laravel AI Orchestrator a package that makes it easy to orchestrate AI calls across multiple providers, with automatic fallbacks, structured output, and now, contextual memory #laravel https://github.com/sumeetghimire/Laravel-AI-Orchestrator
    GitHub - sumeetghimire/Laravel-AI-Orchestrator Contribute to sumeetghimire/Laravel-AI-Orchestrator development by creating an account on GitHub. github.com  ( 6 min )
    Laboratorio IAM: Creación segura de cuenta Root y Usuario IAM Administrator en AWS
    Delegar con Seguridad: El flujo inicial en AWS IAM En este diagrama no es solo un conjunto de pasos técnicos. Es el reflejo de cómo se empieza bien en AWS: con intención, con seguridad, y cumplir las buenas prácticas. Todo parte del usuario Root, el acceso Maestro que no se debe usar para el día a día. Lo protegemos con MFA porque sabemos que es el punto más sensible. delegamos. Creamos un usuario llamado IAM-Administrator, que será quien realmente gestione el entorno. Separado del Root, con privilegios bien definidos, y también con **MFA **activado. Porque incluso los usuarios con más acceso deben operar bajo doble verificación. Este diagrama representa una decisión consciente: No es solo conectar, sino delegar con confianza, proteger nuestra cuenta y auditar con claridad. Así empieza u…  ( 8 min )
    Day 38 of 100 days dsa coding challenge
    Taking on a new challenge: solving GeeksforGeeks POTD daily and sharing my solutions! 💻🔥 Problem: https://www.geeksforgeeks.org/problems/chocolate-pickup-ii/1 Chocolate Pickup II Difficulty: Hard Accuracy: 71.31% You are given a square matrix mat[][] of size n × n, where each cell represents either a blocked cell or a cell containing some chocolates. If mat[i][j] equals -1, then the cell is blocked and cannot be visited. Otherwise, mat[i][j] represents the number of chocolates present in that cell. One of the optimal paths is to move from (0,0) -> (1,0) -> (2,0) -> (2,1) -> (2,2) while going forward, and then from (2,2) -> (2,1) -> (1,1) -> (0,1) -> (0,0) while coming back. The total number of chocolates collected is 7. One of the optimal paths is to move from (0,0) -> (1,0) -> (2,0) -> (2,1) -> (2,2) while going forward, and then from (2,2) -> (1,2) -> (1,1) -> (0,1) -> (0,0) while coming back. The total number of chocolates collected is 7. It is impossible to reach the bottom-right cell (2,2) from (0,0) because every route is blocked. Since the destination cannot be reached, the total chocolates collected is 0. Solution: class Solution: @lru_cache(None) def solve(r1, c1, r2, c2): if r1 >= n or c1 >= n or r2 >= n or c2 >= n: return float('-inf') if mat[r1][c1] == -1 or mat[r2][c2] == -1: return float('-inf') if r1 == c1 == n - 1: return mat[r1][c1] if r2 == c2 == n - 1: return mat[r2][c2] res = 0 if r1 == r2 and c1 == c2: res += mat[r1][c1] else: res += mat[r1][c1] + mat[r2][c2] next_val = max( solve(r1 + 1, c1, r2 + 1, c2), solve(r1, c1 + 1, r2, c2 + 1), solve(r1 + 1, c1, r2, c2 + 1), solve(r1, c1 + 1, r2 + 1, c2) ) res += next_val return res ans = solve(0, 0, 0, 0) return max(0, ans)  ( 7 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    4 ChatGPT Hacks That Cut Your Workload in Half Jeff Su walks you through four game-changing techniques—Prompt Reversal, 5-Minute Amplifier, Red Teaming and Blueprint Scaffolding—that can slice your AI workflow time in half. Each trick comes with real-world examples you can copy and paste, so you spend less time tweaking prompts and more time getting stellar results across any role or industry. Whether you want to reverse-engineer your best prompts, turn one idea into blog posts, social media blurbs or emails, have AI critique its own work, or force it to outline its logic before diving in, these hacks will level up your productivity instantly. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less takes a playful stab at what they call one of the best genre films ever, roasting every tiny plot hole and quirk in true CinemaSins fashion. Despite the jokes, they admit the movie “rules” and promise a fun, Halloween-ready rundown in just quarter of an hour. Alongside the video they plug their website, socials (YouTube channels @TVSins, @commercialsins, @cinemasinspodcastnetwork), a fan poll, Patreon, Discord, Reddit, TikTok and Instagram. Writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel all get shout-outs—plus a link to Jeremy’s book for the extra sin-ning fix. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less takes CinemaSins’ classic “sin-count” approach to Marvel’s latest team-up flick, ripping on plot holes, character quirks and pacing—yet still half-wonders if the movie’s secretly a blast. Along the way you’ll get plugs for their main site and YouTube channels (TVSins, CommercialSins, the podcast network), plus invites to join their Discord, Reddit, TikTok and Instagram, fill out a poll or back them on Patreon. The credits shout out writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel with all their socials for extra movie-nerd banter. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
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    What If GitHub Goes Down Tomorrow?
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    The ultimate guide to Open Source Observability in 2025: From silos to stacks
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    Optimizing Adventure Games for Mobile and Cross-Device Play
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    Building Your First HTML5 Adventure Game A Step-by-Step Guide
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    2169. Count Operations to Obtain Zero
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    A Practical Guide to LCD Surface Treatments: AG, AR, AF, and UV Protection
    Modern LCDs are used far beyond consumer electronics. They appear in factory automation panels, medical equipment, outdoor kiosks, and automotive dashboards — environments where light, dust, oils, scratches, and UV exposure can quickly degrade visibility and usability. To keep displays readable and durable, engineers rely on surface treatments. These thin but essential layers determine how the screen behaves in real-world conditions. This guide explains the four most important LCD surface treatments used today: Anti-Glare (AG), Anti-Reflective (AR), Anti-Fingerprint (AF), and Anti-UV protection. Even the best LCD panel can suffer if the outermost surface doesn’t handle ambient conditions properly. Surface treatments help: Improve readability under strong lighting Increase contrast and clar…  ( 8 min )
    A^2FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning
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    Unlock Dual Revenue: Monetizing LLM Apps with AI Conversations and Ads
    Advertising is Evolving: Here’s Where It’s Heading in the AI Era The world of advertising is shifting beneath our feet. As AI applications proliferate, developers face a growing challenge: How can you monetize your innovative ideas without compromising user experience? Enter MonetZly — the first dual-earning platform designed specifically for AI conversations. It’s not just about making money; it’s about creating a sustainable ecosystem where developers, advertisers, and users all thrive. Imagine a platform where your AI app not only serves users with intelligent interactions but also generates revenue seamlessly. With MonetZly, you can achieve that through conversation-native advertising. This means ads are integrated into the dialogue naturally, making them less intrusive and more rele…  ( 7 min )
    TOON vs JSON: The New Format Designed for AI
    How a novel data format is saving developers 30-60% on LLM token costs If you've been working with Large Language Models, you've probably noticed something: feeding data to AI isn't free. Every JSON object you pass through an API costs tokens, and those tokens add up fast. Enter TOON (Token-Oriented Object Notation), a new serialization format designed specifically to solve this problem. Let's start with a real example. Imagine you're building an app that sends employee data to an LLM for analysis: { "users": [ { "id": 1, "name": "Alice", "role": "admin", "salary": 75000 }, { "id": 2, "name": "Bob", "role": "user", "salary": 65000 }, { "id": 3, "name": "Charlie", "role": "user", "salary": 70000 } ] } This JSON snippet consumes 257 tokens. Now look at the same data in TOON:…  ( 9 min )
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    🔥 JavaScript Interview Series(15): Inside the JavaScript Engine: V8 & SpiderMonkey Explained
    When preparing for advanced JavaScript interviews, understanding how JavaScript engines like V8 (used in Chrome and Node.js) and SpiderMonkey (used in Firefox) work internally can set you apart from average developers. These engines do more than just interpret JavaScript — they compile, optimize, and execute your code using complex architectures and Just-In-Time (JIT) compilation techniques. Let’s dive into 10 real interview questions that test your understanding of JavaScript internals, performance, and optimization strategies. Focus Area: Execution model, JIT compilation Standard Answer: interpreter executes code line-by-line, translating JavaScript directly into bytecode and running it immediately. This is fast for startup but slow for long-running applications. A JIT (Just-In-Time) com…  ( 10 min )
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    The New YINI Homepage Is Live — A Modern, Human-Friendly Config Format
    Hey everyone 👋 I’m excited to share that the new homepage for YINI config format↗ is now live! YINI is a modern, structured, human-friendly configuration format that tries to bring together the simplicity of INI with the flexibility of YAML. YINI was designed to make configuration files both readable for humans and consistent for machines. It takes inspiration from INI, YAML, and JSON — but simplifies the rules while still supporting modern features like: Nested sections using clear markers (^, ^^, etc.) Arrays [1, 2, 3] and objects { key: "value" } Inline and full-line comments Strict and lenient parsing modes ^ App name = "Demo" features = ["search", "dark-mode"] ^^ Server host = "0.0.0.0" port = 8080 The new site — yini-lang.org ↗ — brings everything together: 🧭 Get Started guide ⚙️ Quick Tutorial with examples 📘 Full Specification 💡 FAQ and explanations It’s built with Astro + Tailwind, and designed to be fast, clean, and accessible — the perfect home for YINI as the ecosystem continues to grow. yini-parser-typescript — the official TypeScript parser library yini-cli — a simple CLI for parsing, validating, and converting YINI files Specification — now at v1.0 RC stage, aligning parser behavior with the spec Both projects are open-source on GitHub under @YINI-lang ↗ This is still early days for YINI, and community feedback is incredibly valuable. Visit the homepage → yini-lang.org Check the parser on GitHub → yini-parser-typescript Thanks for reading — and for helping shape a cleaner, more predictable future for config files 💡 — Marko Seppänen  ( 7 min )
    Fine-Tune Access, Visibility, and Security
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    🔥JavaScript Interview Series(14): Event Loop, Microtasks & Macrotasks Deep Dive
    The JavaScript Event Loop is one of the most misunderstood yet fundamental concepts that every developer must master. It dictates how asynchronous code is executed, how promises are resolved, and how tasks are prioritized. In this article, we’ll go through 10 real interview questions with professional explanations, examples, and follow-up questions designed to test your true understanding. Key Concept: Core mechanism of asynchronous execution Model Answer: Event Loop is a mechanism that allows JavaScript to perform non-blocking operations despite being single-threaded. It continuously checks the call stack and the task queues (macrotasks and microtasks). When the call stack is empty, the event loop takes tasks from the queue and pushes them onto the stack for execution. A simplified pseudo…  ( 10 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
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    🔥 JavaScript Interview Series(13): Closures in Practice — Encapsulation & Privacy
    Closures are one of the most frequently tested topics in JavaScript interviews because they reveal how deeply you understand scope, memory management, and data privacy. In this article, we’ll go through 10 well-structured interview questions, each designed to test your practical understanding of closures — from simple function scope to encapsulating private data. Focus: Understanding closure fundamentals Model Answer: a function that remembers and accesses variables from its outer scope, even after that outer function has finished executing. Closures are created whenever a function is defined inside another function and the inner function references variables from the outer one. function outer() { let count = 0; return function inner() { count++; console.log(count); }; } con…  ( 10 min )
    MindsEye Agentic — Time-Labeled Cognitive Events on Tiger Cloud
    This is a submission for the Agentic Postgres Challenge with Tiger Data 🧠 What I Built MindsEye Agentic is an experimental, time-aware “cognitive event tracker” built on Agentic Postgres (Tiger Cloud). The concept stems from my broader MindsEye research at SageWorks AI, exploring how AI systems can “see” timelines — not just data. Recording time-labeled events into a hypertable Aggregating those events via time_bucket() Searching them semantically using PostgreSQL’s pg_trgm similarity Laying the foundation for future GPT-powered “Agents of Cognition” 🚀 Demo & Repository Although we couldn’t deploy the live API due to budget limits on hosting, the full system is ready and connected to Tiger Cloud — schema, routes, and data flow are complete. GitHub Repository: PEACEBINFLOW/mindseye-agenti…  ( 7 min )
    Is It Worth Upgrading to React 19?
    Is It Worth Upgrading to React 19? React, a cornerstone library for building user interfaces, continues to evolve, aiming for greater simplicity and efficiency. With the release of React 19, discussions are swirling about whether it’s worth upgrading from React 18. This blog post will delve into the exciting updates in React 19, provide real-world examples showcasing the benefits of upgrading, discuss best practices for migrating, and outline potential pitfalls to watch for during the upgrade process. React 19 isn’t just an incremental update; it signifies a shift towards refining the developer experience by reducing complexities, allowing developers to focus on creating great applications rather than managing boilerplate code. One of the most notable changes in React 19 is the introduct…  ( 10 min )
    Everyone is obsessed with “prompt tricks.” They collect templates, copy prompts from Twitter threads. But after all that, their results still feel… average. Why? It has everything to do with you and not with your prompts.
    The Prompt Layer Most Beginners Miss Jaideep Parashar ・ Nov 9 #ai #promptengineering #discuss #learning  ( 6 min )
    The Prompt Layer Most Beginners Miss
    Everyone is obsessed with “prompt tricks.” They collect templates. But after all that, their results still feel… average. Why? Most people are missing the most important layer of prompting, and it has nothing to do with AI. It has everything to do with you. The quality of your prompts can never exceed the quality of your thinking. This is the layer beginners never talk about, never learn, and never train, and it’s the reason they stay stuck in prompt mediocrity. Let’s fix that. The Invisible Layer: Your Mental Model Before You Prompt Most people jump straight into typing. They think before they prompt. Because prompting is not typing, prompting is translating thought into structured intelligence. Here’s the truth: If your thoughts are unclear, your prompt will be unclear. If your prompt is…  ( 9 min )
    How the 2WHAV-Iterative Cycle Turns Uncertainty into Production-Ready Code
    Stop "chatting" with your LLM. To achieve predictable results from a Large Language Model, it's necessary to stop communicating in prose and start providing executable specifications. This concept is the foundation of the 2WHAV framework, a structured way to transform a requirement into a "blueprint" that an LLM can execute, not just interpret. But even the most detailed blueprint cannot capture the complexity of the real world on the first try. The secret to moving from a "good attempt" to "robust code" is not a longer prompt. It's an engineered feedback process. Test the Process Yourself Before analyzing the theory, here is a practical experiment to run on an advanced LLM. Copy and paste the following commands step-by-step. Step 1: Load the framework context Ask the LLM (tested on G…  ( 9 min )
    GitHub Immutable Releases Enhance Supply Chain Security for Open Source
    GitHub Enhances Open Source Security with Immutable Releases GitHub has officially launched immutable releases, a pivotal feature designed to bolster supply chain security within the open-source community. This advancement ensures that once a release is published, its associated assets and tags are permanently protected from any unauthorized modifications or tampering. Key Benefits: Enhanced Trust: Users can be confident that the software they download and integrate is exactly as intended by the developers. Integrity Preservation: Prevents malicious actors from injecting vulnerabilities into software after its release. Supply Chain Robustness: Contributes to a more secure and reliable software development lifecycle for all. This move by GitHub signifies a strong commitment to developer security and the overall health of the open-source ecosystem. It's a crucial step in building more resilient and trustworthy software. Stelixx #StelixxInsights #IdeaToImpact #AI #BuilderCommunity #OpenSourceSecurity #GitHub #DevSecOps  ( 6 min )
    TelUI leaves prototype purpose, now for making UIs!
    TelUI TelUI is a Electron-based UI framework that packages a handful of reusable front-end primitives—color utilities, typography helpers, and basic structural styles—so you can make simple desktop UI ideas with minimal setup. Bundled Electron runner (npm start) that serves index.html for instant desktop previews. Tokenized styling layers: color.css, font.css, header.css, and align.css keep presentation rules isolated and easy to remix. Micro-interaction helpers in animation.css (e.g., .hover-fade, light) for subtle hover states or accent passes. Google Fonts integration (Funnel Display) plus opt-in utility classes like .arial. Drop-in icon assets under icons/ to help illustrate loading and status states. npm init telui npm run start The app launches an 800×600 Electron window that load…  ( 7 min )
    My first small Project Website.
    I build my first small project website. it has html and css no javascript in it yet. Its about 10 best foods and i want you to test it out and get some feedback on it. Here: https://didzispro.github.io/top10-foods/  ( 6 min )
    Unlocking Cellular Secrets: Precision Alignment for Multi-Stain Bioimages by Arvind Sundararajan
    Unlocking Cellular Secrets: Precision Alignment for Multi-Stain Bioimages \Imagine trying to assemble a jigsaw puzzle where the pieces are distorted and slightly different sizes. That's the challenge researchers face when analyzing multi-stained tissue slides. Misaligned images can obscure critical details and lead to incorrect conclusions. Until now, achieving accurate, cell-level alignment across different staining modalities has been a significant bottleneck in biomedical research. The core concept involves a multi-stage alignment process. First, a broad overview is established by recognizing major tissue structures, effectively creating a rough draft. This initial alignment is then refined at the cellular level, ensuring that individual cells and their features are precisely matched…  ( 7 min )
    Unlocking Developer Revenue: How Monetzly Transforms AI App Monetization
    How We Built Ad Injection That Users Actually Appreciate In the rapidly evolving world of AI applications, developers face a daunting challenge: monetization. With the explosion of AI apps, many lack sustainable revenue models that don't disrupt user experiences. Enter Monetzly—the first dual-earning platform in the AI space that empowers developers to monetize their apps while seamlessly integrating conversation-native advertising. Imagine this: you’re using a cutting-edge AI application when suddenly, an irrelevant ad pops up, breaking your flow and diminishing your experience. We knew this couldn't be the standard. That's why we engineered a solution that not only allows developers to earn from their work but also provides value to users through contextually relevant advertisements. D…  ( 7 min )
    ASP .NET Core Project details
    Introduction Learn how to read attributes from a project file using a class project that works with any .NET Core project without passing the project location or project name. Dynamic copyright in _Layout page Information in an about page In the page below "Project Details" and footer are read from the project file. In _Layout.cshtml Footer Privacy In the about page (ProjectDetails) backend, read information. using Microsoft.AspNetCore.Mvc.RazorPages; using CommonLibrary.Models; using static CommonLibrary.ProjectInformation; namespace ProjectPropertiesSampleApp.Pages; publ…  ( 10 min )
    Understanding Async Functions: Why You Don't Need `Promise.resolve()` in `async` Functions
    Introduction If you've worked with async/await in JavaScript or TypeScript, you might have encountered a common question: Why can you return a plain value from an async function even though the return type is Promise? This is a great question that trips up many developers! Let me explain how async functions automatically handle return values. Why can you write this: const syncToServer = async (): Promise => { if (itemsToSync.length === 0) { return { success: true }; // ← Just a plain object, not a Promise! } // ... } Instead of this: const syncToServer = async (): Promise => { if (itemsToSync.length === 0) { return Promise.resolve({ success: true }); // ← Wrapped in Promise } // ... } async Functio…  ( 8 min )
    Meet bestax-bulma: Modern React Components for Bulma CSS v1
    Hey React developers! 👋 Are you looking for a modern, actively maintained component library for Bulma CSS? Let me introduce you to bestax-bulma (pronounced "bee-stacks"), a TypeScript-first React component library that brings the full power of Bulma v1 to your React applications. Opensource! Free as in beer🍺 Great question! While there are other Bulma React libraries out there, many haven't been updated for Bulma v1 or are no longer actively maintained. bestax-bulma fills this gap with: 🎯 Full Bulma v1 Support: Built specifically for the latest Bulma version 📊 99% Test Coverage: Every component thoroughly tested with React Testing Library 🔷 TypeScript-First: Complete type safety with comprehensive TypeScript definitions 🚀 Modern Build: Tree-shakeable ESM and CJS builds for optimal …  ( 8 min )
    dev diary 20251108
    reset the project I tried to set AWS Amplify Gen2 on existing project with pnpm, but the error sometimes occured in the process and finally decided to reset the project. I gonna start with new project set up with npm. 1.Recreate npm Project / Project Setup npx create-next-app@latest 2.Install Amplify Backend and Frontend SDKs in the Next.js Project Root Directory npm install @aws-amplify/backend @aws-amplify/data-schema aws-amplify 3.Create Directories and Files (The commands below do not run the content. Create the folders and files manually as follows.) mkdir amplify mkdir amplify/data touch amplify/backend.ts touch amplify/data/resource.ts 4.Open the created amplify/backend.ts file and add the following content: // amplify/backend.ts import { defineBackend } from '@aws-amplify/backend…  ( 6 min )
    TelUI 1.2: TelUI with fun alignments!
    TelUI TelUI is a Electron-based UI framework that packages a handful of reusable front-end primitives—color utilities, typography helpers, and basic structural styles—so you can prototype simple desktop UI ideas with minimal setup. Bundled Electron runner (npm start) that serves index.html for instant desktop previews. Tokenized styling layers: color.css, font.css, header.css, and align.css keep presentation rules isolated and easy to remix. Micro-interaction helpers in animation.css (e.g., .hover-fade, light) for subtle hover states or accent passes. Google Fonts integration (Funnel Display) plus opt-in utility classes like .arial. Drop-in icon assets under icons/ to help illustrate loading and status states. npm install npm run start The app launches an 800×600 Electron window that lo…  ( 7 min )
    The 20 Most Essential Tools for Front-End Development: Transform Your UI/UX Game
    In the fast-paced world of front-end development, staying ahead of the curve with the latest tools is essential to creating stunning, user-friendly interfaces. Whether you’re a beginner or a seasoned pro, there’s always something new to explore in the ever-evolving landscape of web design and development. If you want to supercharge your UI/UX game, this blog will introduce you to 20 essential tools every front-end developer should know. From powerful frameworks like React to visual design tools like Figma, we’ll cover everything you need to build beautiful, responsive, and efficient websites. So, grab your coffee (or energy drink, no judgment here), and let’s dive in! React – The Powerhouse of Front-End Frameworks React is a must-know for any front-end developer. It’s the go-to JavaScrip…  ( 11 min )
    Title: Indiana's Miraculous TD Catch: A Thrilling Comeback to Stay Undefeated
    Title: Indiana's Miraculous TD Catch: A Thrilling Comeback to Stay Undefeated Description: The No. 2 Indiana Hoosiers faced a daunting 13-point deficit in the second half against Penn State, but they refused to give up. With only minutes remaining on the clock, Indiana pulled off a miraculous touchdown catch that left Penn State stunned and secured their victory with a final score of 24-20. The comeback was a result of a combination of factors, including a strong defensive effort and a determined offensive strategy. Indiana's defense held Penn State at bay, allowing the offense to make slow but steady progress towards the end zone. As the clock ticked down, Indiana's offense became more aggressive, with quarterback Michael Penix Jr. leading the charge. He made several key passes that dis…  ( 7 min )
  • Open

    The State of AI: Energy is king, and the US is falling behind
    Welcome to The State of AI, a new collaboration between the Financial Times and MIT Technology Review. Every Monday for the next six weeks, writers from both publications will debate one aspect of the generative AI revolution reshaping global power. This week, Casey Crownhart, senior reporter for energy at MIT Technology Review and Pilita Clark, FT’s…  ( 24 min )
  • Open

    Bitcoin's $100K Question: Here's Why BTC, XRP, SOL May Surge This Week
    Bitcoin has rebounded above $103,000, lifting altcoins.  ( 32 min )
    Crypto Prices Rise as Trump Announces ‘At Least’ $2K Tariff Dividend Per American
    The rally comes after a broader weekly slump, with the CoinDesk 20 (CD20) index recovering from a near 15% drawdown over the week.  ( 29 min )
    Wall Street is Bought in On Crypto’s Upside Potential, But Not Its Tech
    Despite record levels of institutional investment, most Wall Street firms are still trading off-chain, says Annabelle Huang, co-founder and chief executive officer of Altius Labs.  ( 33 min )
    U.S. Regulator That May Rule Over Digital Assets Pushing Toward Crypto Spot Trading
    The CFTC's interim boss, Caroline Pham, is said to be personally guiding exchanges on launching compliant products as she also overhauls the agency.  ( 41 min )
    Spain’s Civil Guard Arrests Alleged Leader of 260M Euro Crypto-Linked Ponzi Scheme
    The alleged Ponzi scheme attracted over 3,000 victims by offering guaranteed returns on contracts tied to various assets.  ( 30 min )
    The Great Korean Pivot: From Memecoins to Machine Chips
    As crypto trading volumes collapse in South Korea, retail investors are flocking to the stock market, fueling a state-backed AI-driven rally that’s replaced altcoin mania with semiconductor fever.  ( 34 min )
  • Open

    Malaysia Advances Towards Barrier-Free Toll System With ANPR Technology
    Works Minister Datuk Seri Alexander Nanta Linggi announced that the open payment toll collection system utilising Automatic Number Plate Recognition (ANPR) technology has now entered the Request for Proposal (RFP) stage. He made the statement during his visit to the slope repair project on the FT006 route, Section 40.84 of Jalan Balik Pulau–Teluk Bahang, on […] The post Malaysia Advances Towards Barrier-Free Toll System With ANPR Technology appeared first on Lowyat.NET.  ( 34 min )
    Leica SL3 Reporter Launches In Malaysia; Priced At RM38,500
    Leica has expanded its Reporter design series with the introduction of the new SL3 Reporter, a tougher variant of its flagship SL3 mirrorless camera. Like other models in the series, it features the distinctive dark green finish and improved durability aimed at professionals working in demanding environments. This new edition features a scratch-resistant coating and […] The post Leica SL3 Reporter Launches In Malaysia; Priced At RM38,500 appeared first on Lowyat.NET.  ( 35 min )
    Here Are Some Of The Smartphone Deals For 11.11 2025
    Bargain hunters, we are finally approaching the biggest sale date of the year. As usual, we’ll be taking a quick look at brands that announced their discounts early, and present you with a slightly more curated list. But with this being the 11.11 sale, expect there to be multiple lists for different categories. In this […] The post Here Are Some Of The Smartphone Deals For 11.11 2025 appeared first on Lowyat.NET.  ( 35 min )
    Apple To Equip iPhone Air Successor With Two Rear Cameras, Says Leak
    It is undeniable that the iPhone Air has left quite the impression when it made its debut in September. Following its launch, there have been reports of Apple slashing production of the device, suggesting that the model would have a very short lifespan. However, it seems that the ultra thin phone might get at least […] The post Apple To Equip iPhone Air Successor With Two Rear Cameras, Says Leak appeared first on Lowyat.NET.  ( 34 min )
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    6 proven lessons from the AI projects that broke before they scaled
    Companies hate to admit it, but the road to production-level AI deployment is littered with proof of concepts (PoCs) that go nowhere, or failed projects that never deliver on their goals. In certain domains, there’s little tolerance for iteration, especially in something like life sciences, when the AI application is facilitating new treatments to markets or diagnosing diseases. Even slightly inaccurate analyses and assumptions early on can create sizable downstream drift in ways that can be concerning. In analyzing dozens of AI PoCs that sailed on through to full production use — or didn’t — six common pitfalls emerge. Interestingly, it’s not usually the quality of the technology but misaligned goals, poor planning or unrealistic expectations that caused failure. Here’s a summary of what…

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    Humanity's Endgame
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    Ironclad – formally verified, real-time capable, Unix-like OS kernel
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    Facebook enables gender discrimination in job ads, European human rights rules
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    Transparent computer monitor designed to protect your vision
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    The Medici Method
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    $1T in Tech Stocks Sold Off as Market Grows Skeptical of AI
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    An Algebraic Language for the Manipulation of Symbolic Expressions (1958) [pdf]
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    Zig is so cool, C is cooler
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    My friends and I accidentally faked the Ryzen 7 9700X3D leaks
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  • Open

    About Taxum, or why I wrote my own NodeJS Framework
    Where I came from I've started out as a PHP developer, using Zend Framework for a large part of my career. Quite a few years ago my projects started shifting to NodeJS, starting with ExpressJS like many others. I very quickly switched from raw JavaScript to TypeScript due to the improved DX experience and type safety. With that switch I also looked for a framework back then which not only supported TypeScript better, but also had proper support for async-await. This made me land on Koa at the time. I did end up using Koa for many years to come and was happy with it. I did never stand completely still though and was always looking if there's something out there which would offer me better DX. I came across Fastify, Hono, Hapi, and others, but I did not really like any of their architectur…  ( 8 min )
    I Built a VS Code Extension to Stop the Copy-Paste Madness
    Hey devs! I just shipped v0.2.1 of RangeLink, a VS Code/Cursor extension that fixes something that's been driving me (and probably you) crazy. I use Claude Code running in a terminal inside Cursor daily. And the constant copy-pasting between terminal and editor? Exhausting. One day, after the hundredth copy-paste, I got frustrated and just tried something: I sent Claude a link like src/path/file.rb#L42C10-L58C25 pointing to a specific code snippet. It just worked. No explanation needed. Claude understood immediately. That was the lightbulb moment: precise code references should be universal. Not just for AI assistants, but for code reviews, documentation, team collaboration — anywhere developers share code. Create precise code references in one keystroke. Select some code in VS Code/Cursor…  ( 7 min )
    Coding Challenge Practice - Question 49
    The task is to implement flattenThunk to chain functions together. The boilerplate code function flattenThunk(thunk) { // your code here } A thunk is a function that takes a callback. Thunks can nest, which means the callback can return another thunk. The goal of the flattenThunk is to chain and flatten these nested thunks so they behave like one flat thunk. The function returns a new thunk. If an error occurs at any level, it stops and passes the error up. return function (callback) { function handle(err, result) { if(err) return callback(err) } } When the function is called, it passes a recursive helper as the callback. Each time a thunk returns another thunk, the helper calls it again. if(typeof result === 'function') { result(handle) } else { callback(err, result) } When a final value is reached, it calls the original callback with undefined as error and the result as the second argument. The final code function flattenThunk(thunk) { // your code here return function (callback) { function handle (err, result) { if(err) return callback(err) if(typeof result === 'function') { result(handle) } else { callback(undefined, result) } } thunk(handle) } } That's all folks!  ( 6 min )
    Best iPhone Camera in 2026: Which Model Wins? reviews by Tech.Feastloom
    I just spent $7,000 on iPhones. Not because I'm rich (I'm not) or crazy (debatable), but because I needed to answer a question that's been driving me insane: Which iPhone actually has the best camera in 2026? Not Apple's marketing version. Not YouTube's sponsored version. The real answer, tested with 10,000 photos, 500 videos, and every lighting condition imaginable. What I discovered will probably upset both Apple and your wallet. The Contenders: Every iPhone That Matters text The Current Lineup (2026): iPhone 16 Pro Max - $1,399 (The flagship) iPhone 16 Pro - $1,199 (The compact flagship) iPhone 16 Plus - $999 (The dark horse) iPhone 16 - $899 (The surprise) iPhone 15 Pro Max - $999 (Last year's king) iPhone 15 Pro - $899 (The value proposition) iPhone SE 4 - $599 (The wildcard) Each pho…  ( 11 min )
    Agentic Bitcoin24
    This is a submission for the Agentic Postgres Challenge with Tiger Data I built Agentic Bitcoin24, a Bitcoin price tracker that never goes down, even when its primary data source fails. It's a growing database that gains value over time. Live Application: Agentic Bitcoin24 When the CoinGecko API fails (rate limits, outages, network issues), the site automatically falls back to Tiger Data's TimescaleDB cache. Users never see an error (they don't even know the switch happened). Key Benefits: 🎯 Zero Downtime - Site stays live during external API outages 💰 0.31% API Usage - Only 31 calls per month vs 10,000 limit ⚡ Instant Response - Tiger Data cache = no external API latency 🔄 Transparent Fallback - Users are unaware of the data source switch 📈 10-Year Sustainability - Will run for the n…  ( 8 min )
    Headless Commerce in 2025: Revolution or Marketing Hype?
    The term “headless commerce” has been echoing through conference halls, blog posts, and webinars for years now. Companies promise unlimited flexibility, lightning-fast performance, and unprecedented customer experiences. But what really lies behind this technology, and is it worth the investment for your business? Understanding Headless Commerce: Beyond the Buzzwords Headless commerce is an architectural approach to building e-commerce platforms where the “head” (frontend — what customers see) is decoupled from the “body” (backend — where product data, orders, and customer information live). These two parts communicate through APIs (Application Programming Interfaces). Think of traditional e-commerce platforms as monoliths — everything tightly coupled together. If you want to change how a …  ( 10 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    Most people spend ages tweaking prompts, but these four ChatGPT hacks will halve your AI workflow: Prompt Reversal – figure out what makes your best prompts tick by working backwards. 5-Minute Amplifier – turn one piece of content into blog posts, tweets, emails and more in a snap. Red Team Technique – have ChatGPT play critic and spot its own flaws before you do. Blueprint Scaffolding – force the AI to outline its reasoning step-by-step before it dives into writing. Each method comes with real-world examples you can plug in today, works across any industry, and seriously speeds up your content game. Watch on YouTube  ( 6 min )
    Why Hardcoded Values Are Killing Your Tests
    Previously I talked about how I was tired of "flaky" tests and how I'm using AI to generate test steps, saving hours of my time. I showed how I can create a 20-step E2E test in 6 minutes, just by describing it. But there's a problem. Even an AI can create a "brittle" test. Imagine you ask an AI: "Log in using 'admin@test.com' and password '12345', and check for the text 'Welcome, John Doe'". The AI will do it. And then your test will fail. It will fail when you run it on staging, where the login is staging_admin@test.com. It will fail when 'John Doe' changes his name to 'Jane Doe'. It will fail because it is hardcoded. This is the number one enemy of stable automation. And when I, as a solo developer, started building Debuggo, I knew I had to solve this problem first. AI is the "Magic," bu…  ( 8 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    TL;DR CinemaSins just dropped their “Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less” video, where they rack up all the movie’s “sins” while confessing it’s kinda great anyway. Expect their trademark snark, rapid-fire critiques and a surprising soft spot for the film. They also pepper the description with links to their main site, socials (TVSins, CommercialSins, TikTok, Instagram, Discord, Reddit), a fan poll, Patreon support, and shout-outs to the writers behind the video. Don’t miss out on bonus content and behind-the-scenes chatter over at CinemaSins.com! Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators (2010) revives the franchise by ditching the Alien vs Predator detours and tossing a rag-tag squad into a muddy jungle deathmatch. It even sneaks in fresh twists that finally make it stand out from the previous, lackluster sequels. In his Caravan of Garbage review, Mr Sunday Movies hails it as a hidden gem—and can’t help but lament the fact we never got a proper follow-up. Watch on YouTube  ( 6 min )
    Octant v2 Developer Tutorial: Building Yield-Donating Strategies
    🎯 What You'll Learn By the end of this tutorial, you'll understand: How Octant v2 transforms yield into sustainable public goods funding The architecture of yield-donating strategies How to build and deploy your own strategy Real-world examples with code walkthroughs Part 1: Understanding Octant v2 Depleting treasuries (unsustainable) Taking from users (creates friction) Octant's Innovation: Use ONLY the yield, keep the principal forever! The Flow User deposits 10,000 USDC Key Concept: Donation Shares User gets shares representing their PRINCIPAL Strategy mints NEW shares for YIELD Yield shares go to dragonRouter (donation address) This is like giving interest to charity while keeping your savings account balance! Part 2: Architecture Deep Dive Core Components 1. YieldD…  ( 10 min )
    Building LearnForge: Multi-Agent AI Learning Platform on Cloud Run with Google ADK
    Note: I wrote this article for the Google Cloud Run Hackathon 2025. I built LearnForge, an AI-powered learning platform that does something no other platform does: it has a conversation with you, figures out what you actually want to learn (not what you think you want), researches the topic in real-time, and then creates a personalized learning journey that adapts to how you learn. Built on Google Cloud Run and Agent Development Kit (ADK) with 12 specialized AI agents working together, it handles everything from vague "I want to learn AI" statements to structured, adaptive learning missions that remember where you left off—even if you come back weeks later. The result? A learning experience that feels like having a personal tutor who never forgets, never gets tired, and actually knows what…  ( 16 min )
    Find Your Optimal PostgreSQL Connection Pool Size with k6 Load Testing
    A step-by-step guide to identifying and fixing connection pool bottlenecks in Node.js applications How I reduced API response time from 1,221ms to 280ms using systematic load testing and pool optimization In this guide, you'll discover how to: Identify connection pool bottlenecks in your Node.js application Calculate the optimal pool size using load testing with k6 Monitor pool health with simple metrics Fix performance issues that cause 1000ms+ response times Let's start with a real production issue I encountered and how I solved it systematically. During a routine load test of my Node.js API with 150 concurrent users, I observed these concerning metrics: Node.js CPU: 45% RAM: 60% PostgreSQL CPU: 15% Average Response Time: 1,221ms P95 Latency: 2,890ms The symptom was clear: Database C…  ( 15 min )
    Configuring and Enabling fail2ban to mitigate Wordpress authentication theft with Debian 12
    We've recently run into a problem with our Wordpress site occasionally getting bombarded with login requests. To safeguard against this, we have implemented fail2ban on our Linux Machine to rate limit these requests. I am using fail2ban against Nginx access logs, and I've seen multiple times a recommendation to utilize Nginx's built-in rate-limiting limit-req (Rate Limiting with Nginx), and their zone idea seems to be what I'm doing when looking for specific requests. I'm instead implementing fail2ban on its own, and just reading the access logs. Fail2ban reactively scans log files for requests matching a filter (known as a fail) that (over a findtime duration) break the maxretry limit. If this happens, it locks them in jail for a bantime, stopping further requests. sudo apt update && sud…  ( 7 min )
    [Boost]
    Guía rápida: Consejos para hacer buenos mensajes de commit en Git 😀 Cristian Fernando ・ Dec 20 '24 #git #github #gitlab #spanish  ( 6 min )
    JavaScript Ternary Operator
    One of my favorite parts of the JavaScript language is the JavaScript Ternary Operator. At heart, it’s a succinct, clean way of writing an if/else statement. You start by asking a question, If the item is a circle, it takes path one You would write it in JavaScript like this: circle ? true : false A ternary operator can also be stacked or ‘nested’. In this example the item we’ll use is a triangle. You would use the same first condition: circle ? true : _____ And replace the false condition with a second ternary: triangle ? true : false So a nested ternary would be: circle ? true : triangle ? true : false You can stack as many conditions as you like and adjust the formatting to visually appear like a switch statement: circle ? You are also able to return with a ternary operator by listing "return" before your condition: return circle ? true : false Unpacking this statement, it should read: By using "return" with a ternary you must always return from either condition. It's not able to be used in instances where you only want to return on true, but not false, and vice versa. All in all, I hope this helped understand the JavaScript Ternary Operator a bit better and why I find it so visually clean and fun to use.  ( 6 min )
    Crushing IR-Drop: How Smart Software is Revolutionizing AI Hardware Performance
    Crushing IR-Drop: How Smart Software is Revolutionizing AI Hardware Performance Ever watched a high-powered AI task grind to a halt? Or worse, faced unexplained hardware failures during development? Chances are, the culprit is IR-drop: a sneaky voltage sag that can cripple even the most advanced Processing-in-Memory (PIM) architectures. Left unchecked, IR-drop becomes a silent bottleneck, turning cutting-edge AI dreams into expensive paperweights. Imagine an electrical grid where demand spikes unpredictably. That's your PIM chip during heavy computation. The core idea? Harmonize the software workload with the hardware's power delivery capabilities. We're talking about intelligently orchestrating the execution sequence to minimize simultaneous power surges across the chip. Think of it as…  ( 7 min )
    Traditional art is shifting, not disappearing
    Painting, drawing, sculpture, printmaking — these forms are still being practiced, taught, and collected. In fact, traditional media often gain new value when the digital world dominates. Handmade work has a tangible authenticity that digital tools can’t fully replicate. AI art, 3D modeling, and generative design have broadened what “art” can be, but they didn’t erase older forms. Historically, when photography appeared, people said painting would die — instead, painting transformed and found new purposes. Many artists today mix both — painting with digital enhancements, or using AI to inspire traditional pieces. The line between “digital” and “traditional” is increasingly blurred, which keeps both alive and relevant. So, if anything, traditional art is becoming more deliberate: a conscious choice in a digital age. It carries the aura of the handmade — and that makes it more meaningful than ever. Artists use projection mapping, sensors, and AI vision systems to make physical art reactive: A sculpture might change lighting or projection patterns based on audience motion or emotion (detected via AI). A painting could “respond” to viewers’ facial expressions by shifting colors or forms through AR overlays.  ( 6 min )
    How to create and publish your own packages on Packagist
    What Is Packagist? Packagist.org is the official package repository for Composer, PHP’s dependency manager. It’s where packages are published so anyone can install them easily using: composer require yourusername/yourpackage Before you start, you’ll need: A GitHub account A Packagist.org account PHP installed Composer installed (composer --version to check) Basic understanding of PHP namespaces and classes Create a folder for your project: mkdir MyPackage cd MyPackage Inside it, create this structure: MyPackage/ ├── src/ │ └── Greeting.php ├── composer.json └── README.md Example of src/Greeting.php <?php namespace MyPackage; class Greeting { public static function hello($name) { return "Hello, {$name}!"; } } composer.json File In the root directory, create a…  ( 7 min )
    Setting up an EKS cluster and worker nodes with Terraform
    Kubernetes can be difficult even for the most experienced DevOps engineers; that stuff is a crazy monster! We will explore how to set up an Elastic Kubernetes cluster (EKS) and connect worker nodes using Terraform.  touch main.tf variable.tf In the main.tf, create the provider block and add the resource needed to create EKS cluster. As part of the requirement, we need to create the required role that EKS needs to interact with other AWS resources. We will call this eks-cluster-role terraform { required_providers { aws = { source = "hashicorp/aws" version = "~> 6.0" } } } # Configure the AWS Provider provider "aws" { region = "us-east-1" } Create the eks-cluster-role and attach the AmazonEKSClusterPolicy to this role resource "aws_iam_role" "eks-cluster-role" {…  ( 8 min )
    How to Setup Raspberry Pi Camera Module 3 on Ubuntu 24.04
    If you've tried using the Raspberry Pi Camera Module 3 with Ubuntu 24.04, you've probably discovered it doesn't work out of the box. The standard libcamera package from Ubuntu's repositories doesn't support Raspberry Pi cameras. Here's the complete, tested solution. Ubuntu 24.04's default libcamera is the upstream version, which lacks support for Raspberry Pi's camera hardware. To get your Camera Module 3 working, you need to build Raspberry Pi's fork of libcamera and rpicam-apps from source. Raspberry Pi 4 or 5 running Ubuntu 24.04 Camera Module 3 properly connected Internet connection At least 2GB free disk space First, remove any pre-installed camera packages: # Remove existing rpicam-apps sudo apt remove --purge rpicam-apps # Remove standard libcamera (if installed) sudo apt remove --…  ( 9 min )
    Building an Event-Driven Architecture on AWS Using EventBridge and SNS for EC2 State Notifications
    Event-driven architectures are the core of modern cloud systems. They allow applications to react automatically to changes, without needing constant manual intervention or polling mechanisms. In this lab, I implemented an event-driven workflow that monitors EC2 instance state changes and sends email notifications whenever an instance transitions between states, using Amazon EventBridge and Amazon Simple Notification Service (SNS). Trigger an email notification whenever an EC2 instance starts, stops, or terminates. Amazon EC2 – the compute instance whose state we’re monitoring. Amazon EventBridge – to capture EC2 state change events. Amazon SNS – to send notifications to subscribers (email). Flow: An EC2 instance changes its state. EventBridge detects the state change event. EventBridge triggers an SNS topic. SNS sends an email notification to the subscribed user. Steps I Followed Created an EC2 instance – a simple instance to monitor. Set up an SNS topic – and subscribed my email address to receive notifications. Created an EventBridge rule – configured it to listen for EC2 instance state change events. Added SNS as the target for the EventBridge rule. Tested it by starting and stopping the EC2 instance — and watched email notifications come in automatically. Conclusion This lab showed me how AWS services integrate seamlessly to create automated, reactive systems. I’m excited to explore more event-driven patterns using Lambda, SQS, and Step Functions next.  ( 6 min )
    Introducing TOON for Laravel — A Smarter, Token-Efficient Way to Talk to AI
    🧠 TOON for Laravel — Compress your prompts, not your ideas 📝 License: MIT    ⚡ Laravel: 9+    🐘 PHP: 8.1+ When building AI-powered Laravel apps, developers often struggle with massive JSON data, expensive token usage, and hard-to-read prompts. That’s where TOON comes in — a Laravel-native data compressor designed to make your AI payloads smaller, cleaner, and easier to understand. 💡 "Compress your prompts, not your ideas." TOON transforms verbose JSON or PHP arrays into a compact, human-readable format that reduces token cost by up to 70%, while preserving every bit of data. Feature Description 🔁 Bidirectional Conversion Convert JSON ⇄ TOON effortlessly 🧩 Readable & Compact YAML-like syntax with improved readability 💰 Token Efficient Save up to 70% of AI token co…  ( 8 min )
    Linear and Canary releases in AWS ECS
    💡 Next-Level Deployments in AWS ECS: Step-by-Step Guide to Linear & Canary Releases 🚀 Ahmed Adel ・ Nov 7  ( 6 min )
    Mastering ILogger in .NET Core — Complete Logging Guide for Developers
    Understanding ILogger in .NET Core — A Complete Guide Logging is an essential part of every modern application. It helps you understand what’s happening inside your system, debug problems faster, and monitor production environments effectively. In .NET Core, logging is built-in through the ILogger interface, part of the Microsoft.Extensions.Logging namespace. This powerful abstraction allows developers to log messages to multiple providers like Console, File, Seq, Elasticsearch, and more — all using a consistent API. ILogger? ILogger is the core logging interface in .NET Core that provides a unified way to write log messages. It abstracts away the underlying implementation, so you can change the logging provider without touching your application logic. public interface ILogger { …  ( 8 min )
    Cómo Actualizar las Credenciales SQL de la Base de Datos SOLIDWORKS PDM
    Si está utilizando SOLIDWORKS PDM y sus credenciales de Microsoft SQL han cambiado, actualizar la configuración del Servidor de Base de Datos es un paso crítico. Sin esto, los servicios de PDM pueden no funcionar correctamente. El servicio del Servidor de Base de Datos SOLIDWORKS PDM consulta periódicamente las bases de datos para actualizaciones como: Notificaciones automáticas Actualización de vista local Actualizaciones de lista de tarjetas Actualizaciones de programación de replicación Cambios en el servidor de índices Si sus credenciales SQL están desactualizadas, estas operaciones pueden fallar. Abrir Configuración del Servidor de Base de Datos: Navegue a Inicio de Windows > SOLIDWORKS PDM > Configuración del Servidor de Base de Datos Actualizar credenciales SQL: Ingrese las nuevas credenciales en la sección Credenciales de Conexión SQL-Server Reiniciar el servicio: Reinicie el Servidor de Base de Datos SOLIDWORKS desde Servicios de Windows Para instrucciones detalladas paso a paso y capturas de pantalla, lea el artículo completo. Actualizar las credenciales SQL es un proceso simple pero esencial para que su sistema PDM funcione sin problemas. ¡No olvide hacer esto después de cambiar sus credenciales SQL!  ( 6 min )
    SOLIDWORKS PDM Datenbank SQL-Anmeldedaten aktualisieren
    Wenn Sie SOLIDWORKS PDM verwenden und sich Ihre Microsoft SQL-Anmeldedaten geändert haben, ist die Aktualisierung der Database Server-Konfiguration ein kritischer Schritt. Ohne diese können PDM-Dienste möglicherweise nicht ordnungsgemäß funktionieren. Der SOLIDWORKS PDM Database Server-Dienst überprüft regelmäßig Datenbanken auf Updates wie: Automatische Benachrichtigungen Aktualisierung der lokalen Ansicht Kartenlisten-Updates Replikationsplan-Updates Index-Server-Änderungen Wenn Ihre SQL-Anmeldedaten veraltet sind, können diese Vorgänge fehlschlagen. Database Server Configuration öffnen: Navigieren Sie zu Windows Start > SOLIDWORKS PDM > Database Server Configuration SQL-Anmeldedaten aktualisieren: Geben Sie neue Anmeldedaten im Bereich SQL-Server-Verbindung ein Dienst neu starten: Starten Sie den SOLIDWORKS Database Server aus Windows-Diensten neu Für detaillierte Schritt-für-Schritt-Anleitungen und Screenshots lesen Sie den vollständigen Artikel. Die Aktualisierung von SQL-Anmeldedaten ist ein einfacher Vorgang, aber wichtig, damit Ihr PDM-System reibungslos läuft. Vergessen Sie nicht, dies nach einer Änderung Ihrer SQL-Anmeldedaten durchzuführen!  ( 6 min )
    How to Use Google Drive to Host Your Website
    We all want a free and fast way to put a simple website online. Years ago, Google Drive was a surprising tool for this. But when Google stopped the direct website hosting feature, smart solutions like drvx.net (DriveX) appeared to fix the problem. drvx.net keeps all the good things about hosting from cloud storage, but makes it work better now: Totally Free: You just use the free storage space you already have in your Google Drive. Go Live Fast: Your files become a live website in just a few seconds. Quick Loading: Since the content comes from Google’s strong system, your website loads very fast. Very Simple: No need to learn complicated server setups or fancy coding processes. ​Keep in Mind: This method only works for simple websites (like landing pages, portfolios, or documentation) that…  ( 7 min )
    Python Data Model exercise
    A fun exercise to help build the right mental model for Python data. The “Solution” link uses memory_graph to visualize execution and reveal what’s actually happening, good luck. Solution Explanation  ( 5 min )
    TOON vs JSON: A Modern Data Format Showdown
    Introduction The evolution of data formats tells a fascinating story about how technology adapts to meet our changing needs. From the humble .INI files that powered early configurations to the verbose but structured XML, the lightweight JSON, the human-friendly YAML, and now TOON a token-optimized format built for the AI era each has emerged to solve the challenges of its time. Today, as Large Language Models (LLMs) reshape how we process and exchange information, efficiency at the token level has become a new frontier. Let’s explore how TOON (Token-Oriented Object Notation) compares with JSON, and why TOON might become the preferred format for GenAI developers. The .INI format was one of the earliest ways to store configurations. Simple and direct, it used key-value pairs grouped into …  ( 8 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    4 ChatGPT Hacks That’ll Halve Your Workload Jeff Su breaks down four quick tricks to supercharge your AI game: Prompt Reversal: Peek at ChatGPT’s ideal output first, then work backward to craft the perfect prompt. 5-Minute Amplifier: Turn a single idea into blog posts, social updates, emails or any format in no time. Red Team Technique: Ask ChatGPT to play critic—uncover blind spots, tighten up arguments, and polish your drafts. Blueprint Scaffolding: Force the model to outline its reasoning step by step before diving into the actual answer. Each hack comes with real-world demos you can copy-paste right away, slashing your AI workflow in half—regardless of your role or industry. Watch on YouTube  ( 6 min )
    im making a Fortnite/roblox game
    Load Roblox / Fortnite body { font-family: system-ui, -apple-system, "Segoe UI", Roboto, Arial; background:#0f1720; color:#e6eef8; margin:0; padding:20px; } .container { max-width:1100px; margin:0 auto; } h1 { margin:0 0 12px; font-size:20px; } .row { display:flex; gap:20px; flex-wrap:wrap; } .card { background:linear-gradient(180deg, rgba(255,255,255,0.02), rgba(255,255,255,0.01)); padding:14px; border-radius:12px; flex:1 1 460px; box-shadow: 0 6px 20px rgba(0,0,0,0.6); } label { display:block; font-size:13px; margin-bottom:8px; color:#bcd3ff; } input[type="text"]{ width:100%; padding:8px 10px; bor…  ( 7 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    CinemaSins races through Thunderbolts (The New Avengers) in under 20 minutes, pointing out every cheesy line, plot hole, and hero gaffe—yet cheekily hints the movie might actually be… not terrible? Along the way you get links to all their side channels (TV Sins, Commercial Sins, etc.), a sinful poll, Patreon pitches, shout-outs to writers like Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel, plus invites to join their Discord, Reddit and other socials. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators (2010) gets a Caravan of Garbage thumbs-up from Mr Sunday Movies, hailed as a true return to the franchise’s roots with a rag-tag crew, jungle thrills and a muddy showdown—complete with fresh twists that blow past the 1990 sequel and Alien vs Predator misfires. The only bummer? We never got a proper follow-up to this fan favorite. Want more? Swing by their site for early videos, bonus podcasts and game let’s-plays, check the extended audio edition, follow James & Maso on Twitter, subscribe on YouTube, dive into the podcast, support on Patreon and snag some official merch. Watch on YouTube  ( 6 min )
    I want to share the API I'm using, since it's hosted on CFWork.
    🚀 Cloudflare Worker API Gateway v3.0 - The Self-Configuring Smart Proxy "The API Gateway That Thinks For Itself" ✨ 🎯 Introduction & Overview ⚡ Quick Start Installation 🧠 Core Principles & Architecture 🛠️ Detailed Usage Guide 🌟 Features & Benefits ⚠️ Limitations & Challenges 🔮 Future Roadmap 🏗️ Technical Deep Dive 📁 Project Structure 🎯 Development Opportunities 🚀 Live Demo & Testing This Cloudflare Worker represents a revolutionary approach to API gateways - it's not just a simple proxy, but an intelligent, self-configuring API orchestration system that automatically discovers and routes requests to multiple AI model providers. Think of it as: 🧭 A smart GPS for your API requests that automatically finds the best route to your destination (the AI model you want) without you nee…  ( 11 min )
    I want to share the API I'm using, since it's hosted on CFWork.
    🚀 Cloudflare Worker API Gateway v3.0 - The Self-Configuring Smart Proxy "The API Gateway That Thinks For Itself" ✨ 🎯 Introduction & Overview ⚡ Quick Start Installation 🧠 Core Principles & Architecture 🛠️ Detailed Usage Guide 🌟 Features & Benefits ⚠️ Limitations & Challenges 🔮 Future Roadmap 🏗️ Technical Deep Dive 📁 Project Structure 🎯 Development Opportunities 🚀 Live Demo & Testing This Cloudflare Worker represents a revolutionary approach to API gateways - it's not just a simple proxy, but an intelligent, self-configuring API orchestration system that automatically discovers and routes requests to multiple AI model providers. Think of it as: 🧭 A smart GPS for your API requests that automatically finds the best route to your destination (the AI model you want) without you nee…  ( 21 min )
    How to install n8n locally on Windows
    In this tutorial, we will delve into how to install n8n locally and run it in the simplest, most beginner-friendly way. Whether you’re a developer, data scientist, or automation enthusiast, this guide will get you started in minutes. Before running n8n locally, you need Docker Desktop installed on your machine. Download it here: https://www.docker.com/products/docker-desktop/ After installing Docker Desktop: Open it and make sure it’s running. Enable WSL 2 if prompted (Windows Subsystem for Linux). Open Docker Desktop Terminal or PowerShell — we’ll use it to pull and run n8n This downloads the official n8n image from Docker Hub. To save your workflows and credentials between restarts, create a Docker volume: pick your timezone: https://en.wikipedia.org/wiki/List_of_tz_database_time_zones#List Check the TZ database time zones list and remember the exact string (like Africa/Tunis) — we’ll use it in the next step. Tip: PowerShell uses ^ as the line continuation character. On one line, you can remove the ^ entirely. Once it starts, open your browser: http://localhost:5678  ( 6 min )
    Becoming a Full Stack developer Day 1
    Learnt DOM in js from Chai and Code Learnt DATA SCIENCE LIFECYCLE from CWH DS course Problem Definition - the first step is to understand the problem what exactly what do you want to solve Data Collection - it is the process of collecting data from various sources such as Web Scraping, Databases, Third Party Data, APIs etc Data Cleaning - it is the process of cleaning data by removing or editing the inaccurate or incomplete data using various python libraries such as pandas numpy ( in the initial state data is known as data dump ) a data scientist spends around 80% of his time in data cleaning Data Exploration - understanding the data and finding the relations and patterns in the data using Matplotlib, Seaborn Model building - Creating and training the model for predictions or decision making the models can be a simple python program to a complex machine learning model eg : Scikit learn , Tensor flow, PyTorch Model Evaluation - it is the process of checking how accurate the model is , it is done by using some data for evaluation and some data for training the model Deployment - grounding the model in to the real world or the production system using Flask, Fast API, React Communication and reporting - sharing insights at the end of the day Maintenance and Evaluation - Keeping the model updated and accurate as the inaccurate data may lead to inconsistency in the result  ( 7 min )
    OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM
    OmniVinci: The AI That Can See, Hear, and Understand Like a Human What if a computer could watch a video, listen to its sound, and instantly grasp what’s happening—just like we do? Scientists have built a new AI system called OmniVinci that learns from both pictures and audio together, making it far smarter than models that handle only one sense. This discovery shows that when different types of information work together, AI becomes more intuitive and useful. In everyday life, that could mean smarter assistants, safer autonomous machines, and faster medical diagnoses. Read article comprehensive review in Paperium.net: OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 21 min )
    CI/CD Semantic Automation: AI-Powered Failure Analysis
    CI/CD Semantic Automation: Transforming Continuous Integration Through Intelligent Failure Analysis By Ziv Kfir Table of Contents Introduction Historical Evolution of CI/CD Integration Semantic Code Base Database CI Result Analysis Automation Future Directions Conclusion References Continuous Integration and Continuous Deployment (CI/CD) have become fundamental pillars of modern software development, enabling teams to deliver high-quality software efficiently and effectively. However, as codebases grow in complexity and scale, traditional CI/CD pipelines face significant challenges in providing context-rich insights when builds fail. The gap between CI failure notifications and a clear understanding of root causes remains a critical bottleneck in development …  ( 22 min )
    I might have gone overboard. I built a custom LLM for my .env extension... and now I just shipped a massive UI overhaul for it.
    Hey everyone, It started as a simple tool because I was tired of manually swapping .env files and terrified of accidentally committing a secret. The first version (1.0.0) was fine—it had a switcher, a diff view, and some basic pre-commit hooks. ...But then I got obsessed with the secret-detection part. I felt like the standard regex/entropy checks just weren't good enough. So... I kind of lost my mind. I decided to build my own custom Large Language Model (LLM) for it. From scratch. It's a 4-layer transformer model built in Python, served via FastAPI, with 14-dimensional feature extraction. It gives sub-100ms, real-time AI secret detection that's way more accurate than just checking for "high entropy." The problem? The tool became insanely powerful, but the UI was a complete mess. It w…  ( 7 min )
    Meet SkillHunt - a Career Platform for Developers
    Hiring is broken. Hey! I'm Ian — a frontend engineer, mentor, and founder of SkillHunt, a next-gen career platform focused on transparency, speed, and community. Over the last few years, I’ve been deeply involved in the hiring process — as a candidate, mentor, and someone helping others find opportunities. After hundreds of interviews, dozens of referrals, and conversations with recruiters and hiring managers, I noticed consistent pain points. Too much noise. It’s difficult for companies to find strong talent quickly. Opaque processes. Candidates often apply into a void — no visibility, no feedback. Everything is paid. Recruiting platforms charge for visibility, boosting profiles, posting jobs. No trust layer. Profiles look similar; companies are hard to evaluate. Fragmented tooling. Resum…  ( 8 min )
    iOS 26.2 Beta is Here: What Devs Need to Know
    Apple just dropped the beta versions of iOS 26.2, iPadOS 26.2, macOS 26.2, tvOS 26.2, visionOS 26.2, and watchOS 26.2. There are some important features and API changes you'll want to test in your apps before the public release hits. Here's what's new and what you should be doing right now. Released on November 4, 2025, iOS 26.2 beta is available now for testing. The Lock Screen now has a Liquid Glass slider that lets users customize how transparent their clock looks. They can choose between: Glass mode: Fully transparent with dynamic effects Solid mode: Traditional opaque appearance Adjustable slider: Fine-tune the frosted glass effect If your app has custom Lock Screen widgets or interacts with the Lock Screen in any way, you'll want to test how they look with different Liquid Glass sett…  ( 11 min )
    Feature Flag Overrides: The Feature Nobody Builds Until They Need It
    This article was initially published on the Manifester blog. TL;DR: Feature flag overrides let you force a flag state for specific users or contexts, bypassing normal targeting rules. Without them, your team can’t test in production, support can’t debug user issues, and every exception becomes a targeting-rule nightmare. Build them from day one or spend weeks building workarounds later. Here’s the thing: if your feature flag system doesn’t have overrides, you’re going to have a bad time. I learned this the hard way, and I’m writing this so you don’t have to. Overrides let you force a flag to a specific state for particular users or contexts, regardless of your targeting rules. Without them, you end up with a technically working feature-flag system that’s surprisingly useless when you actua…  ( 9 min )
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    🚀 Introducing Agentic Postgres: The First & Free Database Built for Agents Ajay Kulkarni for Tiger Data (Creators of TimescaleDB) ・ Oct 21 #ai #database #postgres #agents  ( 6 min )
    Which Browser to Use in 2026: My Messy Notes
    Remember when choosing an operating system was a big debate back in the day? Those discussions have largely faded, primarily because most desktop work now happens in browsers. With most applications now being web-based, the browser has effectively become the OS for most of us. But does it really matter which browser we use? Aren't they all essentially the same? Actually, yes—they are quite similar. People shouldn't spend excessive time agonizing over browser choice (though I'm guilty of this myself). About half of users are perfectly content with whichever browser they're using, never complaining or switching. If you're one of them, that's great—stick with what works for you. However, if you feel something could be better, this guide might help you find your ideal browser. The biggest brow…  ( 11 min )
    New modern stack for fullstack apps
    🚀 Full Stack Reimagined: Why Bun, Elysia, Drizzle, and Vue 3 is the Modern Dev Dream In the fast-moving world of full-stack development, we're constantly searching for the sweet spot: maximum speed paired with bulletproof type safety and an amazing developer experience (DX). If you've felt like you have to sacrifice one for the other, I've got good news. Meet the new dream team: Bun, Elysia, Drizzle ORM, and Vue 3. This isn't just a collection of cool tools—it's a cohesive, modern stack designed to make building scalable, type-safe web applications genuinely fun and incredibly fast. Our backend stack is built for performance and reliability, all powered by TypeScript. Bun: More Than Just a Runtime Forget Node.js for a minute. Bun is an all-in-one JavaScript and TypeScript runtime t…  ( 11 min )
    Docker Was Blocked on My macOS Machine, but I Found an Unexpected Way Around It
    Today started with what was supposed to be a simple task: install LiveReview on my macOS machine so I could validate changes before sending a PR to my lead. Except… my company had completely blocked Docker Desktop. The installer was flagged by macOS security and wouldn’t run. Apparently Docker Desktop is a “nope” on our machines now. But the PR had to go out. LiveReview needs Docker. So giving up wasn’t an option. A friend dropped a tip: “Try OrbStack. It runs Docker on macOS differently.” I didn’t expect much, but I installed it anyway. At first, macOS security grumbled, there was only two options, done/move to bin. I tried done, but it wouldn't let me run it. I removed it, restored it from the Bin to Applications, and—somehow it launched. "Run Anyways" in the angry pop-up. I opened Te…  ( 8 min )
    When the Internet Sleeps 💤 : BitChat — The Offline Messenger That Promises Freedom (and Carries Risks) ☢️ OR 🍩
    Headline grabber: A pocket-sized, serverless messaging network that whispers to nearby phones over Bluetooth — no phone numbers, no servers, no middlemen. Sounds like liberation. Feels like contingency planning. But is it safe? Let’s unbox BitChat end-to-end: what it is, what it does well, where it breaks, and how to decide whether to trust it with your voice. TL;DR — The one-line summary BitChat is a useful, resilience-focused tool for local messaging when networks go down, but it is not a drop-in replacement for mature, audited end‑to‑end secure messaging; real threats exist at the transport, implementation, and device layers, and early users should treat it as promising—but experimental—until third‑party audits and fixes land. What BitChat actually is (elevator version) BitChat is a pe…  ( 11 min )
    Experimental Results on Goldbach's Conjecture
    Strong Computational Evidence for the Distinct Primes Goldbach Variant Frank Vega Information Physics Institute, 840 W 67th St, Hialeah, FL 33012, USA vega.frank@gmail.com This work builds upon Geometric Insights into the Goldbach Conjecture. The Goldbach conjecture states that every even integer greater than 2 is the sum of two primes. We present a computational approach that provides strong evidence for a variant: every even integer ≥ 8 is the sum of two distinct primes. Our key insight is a geometric equivalence: this is true if and only if for every N≥4N ≥ 4N≥4 , there exists an integer MMM such that the L-shaped region N2−M2N^2 - M^2N2−M2 between nested squares has a semiprime area P⋅QP \cdot QP⋅Q , where P=N−MP = N - MP=N−M and Q=N+MQ = N + MQ=N+M …  ( 10 min )
    Real-Time Chart Updates: Using WebSockets To Build Live Dashboards
    Imagine you're glued to your laptop, watching the final seconds of a live auction. Bids shoot up every second. You're sweating, hovering over the button, waiting for the latest price. But instead of seeing updates instantly, you keep smashing refresh like it's 2007. By the time the price changes, someone else has already won. That used to be the reality of real-time data on the web. Before WebSockets, the browser had one way to stay updated: keep asking the server every few seconds. Polling. It worked, but barely. It was wasteful, slow, and honestly, a little embarrassing for the modern web. Then WebSockets showed up in 2011 and flipped the script. A persistent connection. Two-way communication. Real-time data without spammy refresh loops. Suddenly the web could behave more like a trading …  ( 8 min )
    A Chemical Brew on Mars: The Multi-Species Ionosphere
    Hello, future astronauts and fellow cosmic explorers! We've previously built a simple model of the Martian ionosphere, but as any chemist will tell you, the Red Planet's atmosphere is far more complex than a single gas. It's a subtle mix, a delicate chemical brew of carbon dioxide, nitrogen, argon, and a few other trace gases that have a powerful effect on how the ionosphere behaves. Today, we're going to upgrade our algorithm to reflect this reality, drawing inspiration once again from the foundational work of Professor R.P. Singhal. His Analytical Yield Spectrum (AYS) method, as detailed in his book Elements of Space Physics (2022), provides the perfect framework for this kind of detailed analysis. We’ll show how each gas contributes its own unique flavour to the ionisation process, maki…  ( 8 min )
    Who wants to build an admin UI? Part 2 (Custom Field Editors)
    In my last post I detailed how Kottster offers a great way to create an admin UI for startup projects. In that post I lamented how Kottster didn't yet offer a way to provide a custom editor UI for specific database columns. Turns out they do and I had missed it in their docs. To test out this feature I created two non-trivial field editor components. I created a location picker with a clickable map that uses GeoJSON: I also created a file uploader which sends files to S3: All of my code is here : https://github.com/aaronblondeau/wookie-sightings. 1) I created a new Kottster project (Typescript and pnpm): https://kottster.app/docs/ 2) I installed drizzle (SQLite) pnpm add drizzle-orm @libsql/client dotenv pnpm add -D drizzle-kit tsx 3) I created a .env file with the path to my SQLite db.…  ( 9 min )
    Offline Souls, Online Noise (Dead Internet) PART 1
    Maybe today you liked a post written by AI. I don’t know if you’ve noticed it too, but it feels like the internet is starting to sound the same. Sometimes I can scroll for hours without seeing a single sentence that makes me pause, or an image that sparks any curiosity. Everything has become too “correct.” Too formatted. And then I stumble upon something raw. The “Dead Internet Theory” is a conspiracy idea claiming that most content online today is not produced by real people, but by artificial intelligence, bots, and automated systems, and that real human activity on the web has “disappeared” or drastically declined. Ever since the rise of the mass internet in the late 1990s and early 2000s, people have noticed automated behavior in forums, mailing lists, and comment sections. The theory …  ( 8 min )
    Understanding Preload and Stylesheet Links for Faster CSS Loading
    When building modern web applications, performance is one of the key factors that can make or break the user experience. One of the often overlooked areas is how we include CSS in our web pages. The way you link to stylesheets can have a significant impact on how quickly a page renders and how smooth the user experience feels. Two important aspects to understand here are the preload property and the stylesheet property when using the element. Traditionally, we include CSS files in our HTML using the tag with the rel attribute set to stylesheet. For example: This tells the browser to download the CSS file and apply it to the page. The browser will block rendering of the page until the CSS is fully downloaded and processed. This behavi…  ( 8 min )
    Understanding the Logic Behind Two Sum — and Extending It to Three Sum
    Welcome back to our DSA Learning Series — where we pick one problem at a time, understand its logic deeply, and write clean, beginner-friendly code. The Three Sum problem is a favorite among interviewers because it tests layered logical thinking — combining array traversal, the two-pointer technique, and duplicate handling. But before tackling Three Sum, it’s crucial to fully understand the Two Sum logic, especially when the array is sorted. Revisiting Two Sum (in a Sorted Array) Problem Statement Example: Input: nums = [-3, -1, 0, 2, 4, 5], target = 3 Output: [1, 2] -- since nums[1] + nums[2] = 3 Intuition Steps: Place one pointer at the start (left) and another at the end (right). Calculate the sum of both numbers. If sum == target, we found the pair. If sum < target, move the le…  ( 8 min )
    "Code, Scarcity, and the Asymmetric Bet: 4.8 Million Coins. One Question: Can You Run the Code?”
    _This a call to arms for the rare builder who sees code as covenant, scarcity as signal, and truth as the only alpha. “Bitnet ($BTN): Code, Scarcity, and the Asymmetric Bet” Look—let’s cut through the noise. If you’re reading this, you’re not here for hype. You’re not here because some influencer shilled a chart. You’re here because something about Bitnet ($BTN) itches at your intuition: A fixed-supply, halving-based, proof-of-work chain… no pre-mine, no VC dump, just mining, self-custody, and open code. That’s the kind of design that echoes Satoshi—not the Wall Street knockoffs flooding the market today. But here’s the brutal truth: In crypto, claims are worthless. Only verification prints truth. And right now, Bitnet sits in the liminal space between promise and protocol. Yes, there…  ( 8 min )
    Building Reddit Game with Devvit and TypeScript (starter included)
    Hey everyone, the simple quiz game on Reddit and want to share my experience and things I learned on the way. This is my take on Reddit games on Youtube, in case you prefer a video format: First of all, what is the Reddit Games? They exist for years I believe, but for some reason many people don't know about them and I actually found out only recently too. It's an ecosystem on Reddit that includes their native hosting for web apps and proprietary framework called Devvit.js. So you can build full scale applications and games and host them for free on Reddit. Also, you can even receive in-app payments, and this is why I think it's still undervalued. I believe it will grow, but right now it looks like it's still early to enter the ecosystem. So in case you're interested keep re…  ( 7 min )
    Build Your Own Professional CV Online with Sirity.com — ATS-Friendly Arabic Resume Builder
    published: true https://sirity.com/cv-builder/assets/templates/thumbs/template45.png https://sirity.com/blog/how-to-write-best-cv-templates/ 🧠 Build Your Own Professional CV Online with Sirity.com Creating a professional CV doesn’t have to be complicated. Sirity.com is a smart Arabic-English resume builder designed to help you create modern, ATS-friendly CVs in minutes — no design or technical skills required. Most online resume tools overlook Arabic users. Sirity was built to bridge that gap — helping job seekers in the Arab world create clean, structured, and HR-optimized resumes that pass ATS systems used by top companies. ✨ ATS (Applicant Tracking System) scans your CV for keywords and structure — Sirity ensures your CV is fully optimized for that. Sign up on sirity.com…  ( 7 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins is back with their signature “Everything Wrong With…” roast, squeezing one of the year’s best genre flicks into a rapid-fire 15-minute sin session—perfect for a Halloween laugh. They promise lots of guilty fun while nitpicking every plot hole, cliché and dangling thread. Want more sinspiration? Hit up cinemasins.com or their YouTube spin-offs (@TVSins, @commercialsins, @CinemaSinsPodcastNetwork), fill out their sinful poll, or support the team on Patreon. You can also join the Discord, Reddit, Instagram and TikTok communities for even more movie-loving hijinks. Watch on YouTube  ( 6 min )
    Guide: Integrate a Self-Hosted File Server with Your Web Page
    When building an application (frontend or backend) that requires file management, developers typically face two choices: build a custom feature or purchase an enterprise management service. Building a complete file management system or Content Management System (CMS) can be a significant time investment, especially when several robust, premium enterprise solutions already exist. However, while paying for an existing enterprise solution seems easier, the pricing tiers often become a major consideration. This tutorial guide will offer developers an alternative by walking through how to quickly integrate a self-hosted file management application with a ReactJS application. To follow along with this tutorial, you should have: Docker Engine installed Working knowledge of JavaScript and ReactJS …  ( 9 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators – Caravan of Garbage Review 2010’s Predators finally ditched the half-baked crossovers and threw a rag-tag crew into the jungle, complete with muddy showdowns and fresh twists that actually felt true to the original. Mr Sunday Movies calls it a long-overdue return to form and can’t believe we never got a direct sequel. Catch the full “Caravan Of Garbage” breakdown—along with extended audio editions, bonus podcasts and more—over on his site, Patreon and all the usual social haunts. Watch on YouTube  ( 6 min )
    Understanding Python Async Patterns: Basics
    Understanding Python Async Patterns: Basics As asynchronous programming continues to gain traction in modern software development, Python's asyncio module has become a crucial tool for building efficient and scalable applications. This blog post delves into various patterns and best practices of asynchronous programming in Python, focusing on the asyncio library, its common usage scenarios, and critical design patterns for effective implementation. In this article, we will explore the foundational concepts of asynchronous programming, highlighting the significance of I/O-bound tasks and how asyncio facilitates concurrent task handling. We will discuss common patterns, practices to avoid pitfalls, and provide code examples that illustrate these techniques. Whether you're developing a web …  ( 9 min )
    🖥️ Step-by-Step Guide: Creating & Connecting to an Azure Virtual Machine
    INTRODUCTION 🔹 In this guide, we’ll walk through how to create a Virtual Machine (VM) in Microsoft Azure using a Free Trial Account with $200 in credits. Sign up for a free trial at Azure Free Trial. Get $200 in credits to explore and deploy Azure services. Navigate to portal.azure.com. Enter your username and password to access the dashboard. In the search bar, type “Virtual Machines”. Alternatively, click the ☰ (hamburger menu) → Create a Resource → Virtual Machine. Click on Virtual Machine from the search results. Click Create → Azure Virtual Machine. Choose “Virtual Machine hosted by Azure.” Select the appropriate Subscription. Click Create Resource Group → Enter a descriptive name (e.g., MyVMGroup). Enter the following details: VM Name: MyAzureVM Operating Syste…  ( 7 min )
    🎃 Spooky Season is Here – A Halloween Landing Page Experience
    🎃 Spooky Season is Here – A Halloween Landing Page Experience This is a submission for Frontend Challenge—Halloween Edition, Perfect Landing For this year’s Halloween Frontend Challenge, I created a spooky interactive landing page titled “Spooky Season is Here” 👻. The idea was simple: dark, atmospheric webpage that instantly feels like Halloween—with moving fog, flying bats, glowing pumpkins, and creepy effects that surprise visitors. So I built a fully animated single-page experience using HTML, CSS, and Vanilla JavaScript (no libraries, no frameworks—pure front-end fun). 🔗 Live Demo: Wanna try 💻 Code Repository: Click Here Dynamic fog layers floating across the screen for atmosphere Animated bats, ghosts, and spider webs that make it feel alive Floating pumpkins that react…  ( 7 min )
    Documentation Debt
    Here’s your text with grammar, punctuation, and flow improved while keeping your original tone and meaning intact: An outdated documentation is often referred to as “documentation debt” or “tech debt” in software development. Learning from documentation is far better than falling into tutorial hell. But learning from outdated documentation is even worse. Recently, I have been relying on documentation rather than watching tutorials for learning purposes. I am currently trying to understand the codebase of a large project for open-source contribution. For that, I had to clone and build it by referring to the documentation provided. This problem took me days to solve. Finding newer versions of each library, reaching out to maintainers to confirm compatibility, and searching for missing dependencies from alternate sources turned into a constant cycle of trial and error. It consumed a lot of time and energy — both mine and the maintainer’s — as we worked through each build issue and tracked down missing libraries. The project itself is very interesting, but over time, all these hurdles made me lose interest. And that’s exactly what happens when documentation isn’t updated regularly. Up-to-date documentation plays a crucial role in improving both user and developer experience, ensuring they continue using and contributing to your product in the long run.  ( 6 min )
    Interfacing with Wasm from Kotlin
    You may have heard you can compile Kotlin → Wasm but did you know you can call Wasm from Kotlin? Why would you want to do that? It may sound odd but theres genuine reasons why you would want to do this. WebAssembly is a compilation target of almost every single language you can think of, Kotlin, Swift, Go, Rust, C, C* etc etc etc the list goes on. If you can interface with Webassembly, you have the potential to access libraries from any of these languages! Fancy working on an AI project but you're stuck because machine learning engineers cannot write anything else but Python? No problem compile Pytorch to as wasm module and you're off to the races (kinda... more of this later) Programming language ecosystems for the longest time have been siloed, preventing not just the sharing of code,…  ( 12 min )
    I Built an Open-Source SDK to Use Any LLM Provider. Get Started in 2 Minutes.
    Hey Dev Community! For the last few weeks, I've been heads-down building a tool to solve a problem that's been driving me crazy: vendor lock-in when building AI agents. I love the power of agents, but I hated that choosing a framework meant getting stuck with one provider. Want to switch from GPT-5 to Claude 4? That meant a painful rewrite. So, I built Allos: an open-source, MIT-licensed agentic SDK for Python. The philosophy is simple: write your agent logic once, run it with any LLM provider. Before I explain more, just watch what it can do. Here's a 2-minute video where Allos builds a complete, multi-file FastAPI application from a single prompt. Get Started in 2 Minutes You can replicate that experience right now. 1. Install the SDK (with all providers): uv pip install "…  ( 8 min )
    Dev Log 36 - Mythic Pause
    🧊 🌋 ❄️ ✈️ ⚔️ 9-Day Break: The Mythic Pause A personal reflection and journal log 🌍 Icelandic Interlude: The First Real Break A slower, more intentional pace of life Surprisingly delicious food (despite the warnings) Friendly locals and a calm atmosphere, even with tourists Expensive, yes — but worth every krona After seven days of awe, I returned home and took two days to re-sync with reality. Then I reopened my survival engine project — and it felt like deciphering someone else’s code. 🧭 Reentry Ritual: Reforging Flow Reviewed commits and journal entries Revisited ItemTooltipManager.cs and InventoryStateManager.cs Verified tooltip accuracy and runtime truth Rebound live item data and refreshed UI bindings Reconnected with my discard ritual sabotage 🧨 Sabotage Discovered: False Discar…  ( 8 min )
    SSE in WebForms Core 2 – Real-Time Server-to-Client Communication
    As promised, we added SSE (Server-Sent Events) support to WebForms Core version 2 (just as we added WebSocket support in previous versions). SSE allows you to create long-lived, one-way connections from the server to the client, enabling real-time updates without repeated client requests. With this update, CodeBehind framework in Elanat can now respond directly to SSE requests. You can send data to SSE connections with a single method call, no middleware required. SSE works just like WebSockets but is much simpler for one-way server-to-client communication. Please note: WebForms Core only establishes SSE connections; how SSE events are processed depends on your backend infrastructure. Two new settings are added in the CodeBehind options file: [CodeBehind options]; do not change order view…  ( 9 min )
    Building Efficient Stream Processing Pipelines with Backpressure Control in Golang
    As a best-selling author, I invite you to explore my books on Amazon. Don't forget to follow me on Medium and show your support. Thank you! Your support means the world! When I first started building real-time data systems, I quickly learned that handling continuous data streams is like trying to drink from a firehose. Without proper controls, you either get overwhelmed or waste precious resources. In Golang, creating efficient stream processing pipelines requires a delicate balance between speed and stability. I want to share a practical approach that has served me well in production environments. Stream processing involves handling a continuous flow of data, often in real-time. Imagine a system that processes millions of events per second, like user clicks on a website or sensor reading…  ( 12 min )
    quelqu'un peut m'aider à correctement configurer supabase afin que l'auth et la base des données de mon app-web marchent sans soucis ? je suis debutant
    A post by jeancybingolo8-hub  ( 6 min )
    RAGCap-Bench: Benchmarking Capabilities of LLMs in Agentic Retrieval AugmentedGeneration Systems
    How a New Test Helps Smart Bots Think Like Humans Ever wondered why some AI chatbots still make silly mistakes or give outdated facts? Researchers have created a fresh benchmark called RAGCap‑Bench that puts these bots through a series of “thinking drills. It’s a breakthrough that reminds us AI isn’t just about raw speed; it’s about thoughtful, reliable thinking. Better tools, smarter help—that’s the promise for the next generation of digital assistants. Read article comprehensive review in Paperium.net: RAGCap-Bench: Benchmarking Capabilities of LLMs in Agentic Retrieval AugmentedGeneration Systems 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 21 min )
    I wrote the guide I wish I had on my journey from junior/mid-level to senior coder. 30 proven lessons to level up your coding skills: Googling, debugging, clear communication, and 27 more... (Just for this launch week, pay what you want)
    Street-Smart Coding—30 Lessons to Help You Code Like a Pro (My New Book Is Here) Cesar Aguirre ・ Nov 3 #coding #beginners #showdev #programming  ( 6 min )
    CS College Students Tries Real OS (Omarchy btw)
    My Experience Switching to Omarchy I hate nothing more than using Windows' built-in search functionality. It can't find anything and is slower than me finding memory bugs. I would rather learn combinatorics again than use Windows search. And that is one of the reasons I wanted to try out a Linux distro. As a young, manipulative, and inexperienced college student, I chose the most hyped distro — Omarchy. So, I built in another SSD in my laptop, downloaded the ISO, and installed Omarchy. I already had a Linux Mint install before with i3 and a really nice Neovim config, and I wiped the whole thing for this new OS. First impressions: WOW, this is so much better than i3 — the animations, the colors, everything looked perfect. After a few days, I realized something was missing: I don’t wa…  ( 7 min )
    Setting Up SonarQube Locally for React Native & MERN Projects
    As a React Native and MERN developer, I recently integrated SonarQube into my local workflow using Docker. Here's a straightforward guide to get you started. SonarQube automatically scans your code to find: Bugs and potential errors Security vulnerabilities Code smells (maintainability issues) Test coverage gaps Duplicate code Install Docker Desktop: brew install --cask docker Open Docker Desktop from Applications and make sure it's running. Create docker-compose.yml in your project root: services: sonarqube: image: sonarqube:community container_name: sonarqube-local ports: - "9000:9000" environment: - SONAR_ES_BOOTSTRAP_CHECKS_DISABLE=true volumes: - sonarqube_data:/opt/sonarqube/data - sonarqube_extensions:/opt/sonarqube/extensions - …  ( 8 min )
    Deploying Local AI Agents In Kubernetes
    There are two types of Models/LLMs you see in today's Agentic world: "SaaS-based Models", which are Models that are managed for you (Claude, Gemini, GPT, etc.) Local Models, which you manage yourself. From a security, governance, and overall data control perspective, some organizations want to go with local Models. In this blog post, you'll learn how to manage and deploy a local Model using Kubernetes primitives and kagent. To follow along with this blog post in a hands-on fashion, you should have the following: A Kubernetes cluster. If you're using a local cluster, ensure that your local machine has enough CPU/memory for a more resource-intensive environment. An Anthropic API key. If you don't have one and/or prefer to use another AI provider, there are several providers supported by kage…  ( 8 min )
    Beyond the Hype: Technologies That Will Outlive the AI Bubble
    Understanding the AI Bubble The "AI bubble" refers to a period of inflated hype, valuations, and investment in artificial intelligence technologies. A phenomenon that historically contracts when expectations outpace reality. We have seen this pattern before with the dot-com bubble of the late 1990s and the blockchain craze of 2017-2018. The current AI fervor centers on one audacious promise: Artificial General Intelligence (AGI)—a system that could theoretically solve all problems. The logic seems circular: if we weren't intelligent enough to solve our current problems, how will we create something that solves all problems? Yet this promise has driven unprecedented investment. The financial stakes are staggering. AI startups require massive upfront capital—data centers, specialized hardw…  ( 11 min )
    SemaphoreSlim in .NET, a practical guide with the rest of the toolbox
    Here is the updated, self contained article with the throttler explanation folded in, plus a short review checklist at the end. Concurrency control is about letting enough work run in parallel for good throughput, without letting everything run at once and overloading a resource. SemaphoreSlim is the simplest async friendly tool for that job. This guide is practical, production oriented, and closes with a comparison against the other synchronization primitives you will meet in .NET. SemaphoreSlim is A counting gate that allows up to N callers to enter at the same time. It lives in process memory, supports WaitAsync, and is lighter than kernel primitives. Use it to limit concurrency around I O bound work, for example HTTP calls, database work, file system operations, or any throttled exte…  ( 11 min )
    Predicting Vehicle Depreciation with Machine Learning and Environmental Intelligence
    Predicting Vehicle Depreciation with Machine Learning and Environmental Intelligence NicsAutomotive Co.'s global operations, sustainability has evolved beyond compliance — it is now a core driver of innovation, efficiency, and long-term value creation. As the Lead Sustainability Project Manager, I work at the intersection of engineering, data, finance, and supply chain divisions to design and implement sustainable strategies that optimize both environmental performance and financial outcomes to embed sustainability into every decision we make. My mandate is to leverage data-driven intelligence to uncover new ways of optimizing product performance and financial resilience. As climate patterns become increasingly unpredictable, businesses must anticipate not react to, environmental risk. Th…  ( 9 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is CinemaSins’s latest Halloween special, where they gleefully “sin” what they call one of the greatest genre films ever. Expect rapid-fire jokes, self-aware nitpicking, and all the playful camera sins you’ve come to love from the channel. Want more? Head over to cinemasins.com (or catch their other YouTube channels @TVSins, @commercialsins and @CinemaSinsPodcastNetwork), join their Discord or Reddit community, fill out their quick poll, and consider supporting the team on Patreon. You can also find them on Instagram, TikTok, Twitter (Jeremy, Aaron, Jonathan, Deneé, Ian, Chris and Daniel all have handles) and grab Jeremy’s book for even more sin-filled goodness. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* In 20 Minutes Or Less CinemaSins takes on Marvel’s newest team-up flick, ticking off every nitpick and plot hole in under 20 minutes—while sneakily admitting the movie might actually be…pretty fun. Expect their signature snark, visual “sins” counter and a few self-aware jokes about whether it’s actually great or just us being nice. Along the way they plug their full site (CinemaSins.com), YouTube spin-off channels (@TVSins, @CommercialSins), a sinful poll and Patreon support, plus a Discord, Reddit community and all the socials where their writing team (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) hangs out. Watch on YouTube  ( 6 min )
    EnvSecOps: What It Actually Is (And Why DevSecOps Won't Cut It)
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    As a best-selling author, I invite you to explore my books on Amazon. Don't forget to follow me on Medium and show your support. Thank you! Your support means the world! When I first started learning Rust, I struggled with how to make my code work with different types without duplicating logic. Then I discovered traits. Traits are like rules or contracts that types can agree to follow. If a type implements a trait, it promises to have certain behaviors. This lets me write functions that work with any type that meets those rules, and the Rust compiler checks everything before the code even runs. It’s a powerful way to build flexible and safe software. Think of traits as a set of instructions. For example, if I have a trait called Speak, it might require a method called talk. Any type, like…  ( 13 min )
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    The 5 Steps of Threat Modeling in a Startup
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    Progressive Learning: AI Deployment Strategies from Basic to Advanced
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    Hope & Nope: The Two Voices That Shape Your Future
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    Browser Automation Workflows with Playwright MCP and JavaScript
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    Federated Learning in 2025: What You Need to Know
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    Launching Your AI Agent on AWS: Bedrock, Lambda & API Gateway
    Introduction In this post, I’m going to explore the implementation of a service that allows us to send a questions and receive an answer back. Sending a question would be handle as a prompt to a specific model using Bedrock. To minimize the costs of this implementation, I’ll be utilizing the services of API Gateway, AWS Lambda, and Amazon Bedrock. When we want to implement a Generative AI service, there are several possible paths, and we must take the time to understand the minimal requirements before making a decision. In this post, I will demonstrate the process of deploying a simple GenAI solution that we can either connect to our current solution or expose to a third party via API Gateway. All the content for this implementation can be found in this repository. For this implementatio…  ( 13 min )
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    Generating Millions of Unique IDs in TypeScript — Fast, Scalable & Collision-Free
    ✨ Why I Wrote This While scaling a backend service recently, I hit a challenge — generating billions of unique IDs efficiently, without collisions, and without blowing up memory. That’s when I explored Snowflake algorithms and combined them with Base62 encoding — producing short, globally unique IDs that can be generated in crores per minute. Here’s what I learned 👇 Ever wondered how Twitter, YouTube, or TikTok generate billions of unique IDs every day — instantly and safely? Traditional methods like UUID or AUTO_INCREMENT are not scalable across distributed databases. ⚡ Fast 🧠 Memory-efficient 🧩 Collision-free 🔢 Compact & Sortable Let’s explore how to build one — and even generate crores of unique IDs in seconds using TypeScript. An ideal ID generator should be: Unique — zero …  ( 8 min )
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    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
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    Compute Wars: Google’s TPU Push vs Nvidia Blackwell and China’s No‑Sell Moment
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    Why Zig is cool and I'm jumping ship to Ziglang
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    Ziglang is so cool: Why I'm Going All-In on Zig
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    SCas4D: Structural Cascaded Optimization for Boosting Persistent 4D Novel ViewSynthesis
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    Andrew Huang: S4 2.0 is incredible!
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    Building an AWS Daily Helper Assistant with Strands Agents and Bedrock AgentCore
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    # 🏗️ Understanding Go Project Structure (Without Losing Your Mind)
    **Assalamu Alaikum and welcome! 👋 **Ready to dive deeper into the world of Go programming? If you've opened a Go project before and felt lost among main.go, utils.go, handlers.go, and a mysterious go.mod, don’t worry. This article will guide you step by step, with a few laughs along the way 😁. ## 🧩 The Big Picture: How Go Keeps It Clean – the project's brain . Packages – the organs that do the work . Files – the cells inside those organs . (Optional) Workspace – a lab for multiple projects . Let's break them down one by one. *## 🧠 Modules – The Boss of the Operation A module is like the CEO of your project. Start a new project with: bash go mod init github.com/ahmedalasser/golearning This creates the go.mod file: go module github.com/ahmedalasser/golearning go 1.22.5 ⚓ Think o…  ( 8 min )
    Why Batch Background Color Changes Are Key for Seasonal Campaigns
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    If you’ve ever opened an old Spring Boot project and felt like you were stepping into a jungle — controllers in one corner, entities in another, and utility classes sprinkled like confetti — you’re not alone. When I started working on enterprise-grade apps, I realized something fast: A messy project doesn’t just slow development — it multiplies confusion. That’s why I shifted to a feature-based, layered structure — one that keeps things modular, readable, and ready for scale. This guide walks through a modern Spring Boot project layout, explaining how each folder fits in and why this structure makes collaboration a joy instead of a headache. Traditionally, Spring Boot projects were structured like this: controller/ service/ repository/ model/ It looked tidy — until the app grew. When yo…  ( 9 min )
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    Introduction to MLOps | Complete End-to-End Guide
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    How to Build a Bookstore App with FARM Stack (FastAPI, React, and MongoDB)
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    Harnessing the Power of Elementor Countdown Widgets: Drive Urgency and Conversions on WordPress
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    Why JavaScript Never Adopted RxJS — It Solved a Problem JavaScript Never Had
    A junior developer once asked me: “RxJS has been around for years, and so many developers use it. Why hasn’t JavaScript just added something like it natively?” To which I answered: Reactivity is mainly a frontend problem. It’s about dealing with one user’s continuously changing state — events, inputs, UI updates. The backend, in contrast, deals in stateless operations. Each request stands alone. The state lives in databases, not in-memory streams. You don’t “observe” backend data changes directly — you react through messages, queues, or databases. Kafka or Redis Streams handle that domain, not RxJS. That was my quick answer. But the question was too interesting to leave there — so I dug deeper. RxJS has powered Angular’s reactivity model for over a decade. It’s elegant in handling async…  ( 8 min )
    Week 3: From 0 to 30 Developers (Building in Public)
    Three weeks ago, on October 15th, I hit publish on Liquidcode v2. After months of pivoting (read about that journey), I finally had something I believed in. A platform where frontend developers compete 1v1, the community votes, and your rank actually means something. I announced it on Dev.to and then... I waited. You know that feeling when you ship something? Equal parts pride and panic? Pride because I actually finished something. As developers, we start a million projects. We finish maybe three. This was one of the three. Panic because what if it's trash? What if nobody cares? What if I spent months building something the world doesn't want? The first two days were brutal. I kept opening the app, scrolling through it like a user would, then closing it. Refresh analytics. Check Dev.to vie…  ( 8 min )
    Build in Public: Week 1
    The first week wasn’t particularly shiny. We mostly tried to move from our old n8n setup to a normal backend and figure out what “normal” even means for us. Somewhere along the way we also had our first team conflict and our first real issue with Bright Data, so I guess that officially makes it a real project now. Before we get into the actual work, a quick surprise from week one. The first post - Build in Public: Day Zero - somehow got way more attention than I expected. It even made it into Dev.to’s Top 7 of the Week, which still feels a bit unreal. A few people also reached out on LinkedIn and Twitter saying they liked the idea and wanted to start their own build-in-public projects. Which is honestly the best possible outcome so if you’re reading this, consider it your reminder to go …  ( 9 min )
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    How Do I Balance It All?
    Life as a teen can feel like a constant whirlwind. There is school, family responsibilities, maybe a side job or internship, friends, social media and trying to stay close to God. It can feel overwhelming. The good news is that balance is possible. You will not be perfect every day, but you can create a life that is intentional and fulfilling. The key is putting God first, knowing what matters, managing your time, setting realistic goals, protecting your rest and reviewing your choices regularly. God First Putting God first means starting your day by connecting with Him through prayer, reflection or reading scripture. Matthew 6:33 says, "But seek first the kingdom of God and his righteousness and all these things will be added to you." When God is the foundation of your life, everything el…  ( 9 min )
    Bug fix release 2.07 for the Perl Distribution Workflow
    My fellow contributor @ehuelsmann located a regression since we spun off 2.X from 1.X. GitHub perl-workflow release 2.07 The regression was observed by @ehuelsmann and he provided a PR with a fix. The regression was a change to return values and one of the interesting Perl discussions on whether to return undef or just do return. Anyway the fix reinstates the previous behavior and returns undef. Here follows the change log for the bug fix release. Issue: #266 discovered by Erik Huelsmann. A regression introduced with 2.X releases. Fixed via PR: #267 also by Erik Huelsmann  ( 6 min )
    What happens when you mix code, creativity, and a live audience?
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    Lab: Exploiting LLM APIs with excessive agency
    Mục tiêu: Minh hoạ rủi ro khi một LLM được cấp khả năng thực thi trực tiếp trên hệ thống (excessive agency) và phân tích biện pháp giảm thiểu. Tác giả: travondatrack Ngày: (06/11/2025) Bài lab mô phỏng một hệ thống nơi một LLM có quyền gọi các API nội bộ, trong đó tồn tại một API dạng “debug” cho phép thực thi câu lệnh trên cơ sở dữ liệu. Hiểu cơ bản cách hoạt động của LLM và cách tích hợp LLM với API. Kiến thức về bề mặt tấn công API (API attack surface). Kiến thức cơ bản về SQL và nguyên tắc bảo mật (least privilege) LLM tiết lộ rằng nó có thể gọi API debug_sql, cho phép chạy câu lệnh SQL thô — đây là dấu hiệu cực kỳ nguy hiểm vì nó trao cho LLM khả năng truy cập trực tiếp vào database backend. Từ đây ta biết rằng API nhận một chuỗi chứa toàn bộ câu lệnh SQL. Điều này đồng nghĩa với việc nếu LLM có quyền gọi API, nó có thể gửi bất kỳ câu lệnh SQL nào, bao gồm cả truy vấn đọc hoặc ghi dữ liệu. Đây là một lỗ hổng nghiêm trọng trong thiết kế quyền hạn của hệ thống. Tiếp theo, truy vấn này hiển thị dữ liệu từ bảng users. Ta phát hiện ra có một người dùng tên carlos — đây là thông tin cần thiết để hoàn thành lab. Bước này chứng minh rằng LLM có thể đọc dữ liệu nhạy cảm trực tiếp từ database — vi phạm nguyên tắc phân quyền an toàn. Đây là bước cuối cùng để hoàn thành lab. LLM đã gửi câu lệnh xóa trực tiếp qua API debug_sql và hệ thống xác nhận rằng người dùng “carlos” đã bị xóa khỏi database.  ( 6 min )
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    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
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    🚀Mastering the Linux Terminal for Efficient Use
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    The Best CNC Tools to Improve Your Workshop Performance
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    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators – Caravan of Garbage “Predators” (2010) ditches the cityscapes and loading-bay ambushes of its predecessors for a gritty jungle playground, tossing a motley crew of mercs, convicts and specialists into a muddy showdown with classic Predators. With clever character twists and a return to the franchise’s brutal basics, it felt like a true course-correction after the lackluster 1990 sequel and the Alien vs. Predator experiments. Mr Sunday Movies champions it as a standout, lamenting that Hollywood never green-lit a follow-up to build on its fresh energy. The review wraps with the usual Caravan of Garbage banter and plugs for bonus podcasts, merch and social feeds. Watch on YouTube  ( 6 min )
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    Nugget for iOS primarily refers to a powerful, non-jailbreak device customization tool for iPhones and iPads running specific iOS versions (often 17.0 and later). It utilizes exploits like SparseRestore to enable unsupported or hidden features, such as the Dynamic Island on older devices, Always-on Display, custom status bar elements, animated wallpapers (PosterBoard), and various internal system tweaks. Functioning largely via a command-line interface (CLI) on a computer or a simplified "Mobile" version, Nugget allows users to unlock their device's full potential without traditional jailbreaking. It provides deep control over system settings for personalization and feature activation, effectively bypassing typical Apple restrictions for advanced users.  ( 6 min )
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    I wrestled AppSync WebSockets for 4 hours so you don’t have to (React + GraphQL Subscriptions)
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    I wrestled AppSync WebSockets for 4 hours so you don’t have to (React + GraphQL Subscriptions)
    You know that moment when “it should be simple” puts on a clown wig and honks a tiny horn? That was me, trying to wire a React client to AWS AppSync for real-time GraphQL updates. Four hours, three coffees, and one thousand console.logs later… it works. Here’s the story, the fixes, and enough code breadcrumbs to save Future You from my timeline. Spoiler for the curious: I tried Cursor and a couple other AI copilots mid-chaos—useful for rubber-ducking, but they didn’t splice the wires for me. I also started with subscription-transport-ws (RIP, old friend), then eventually ditched libs and went full native WebSocket. That’s when the fog lifted. Goal: React client subscribes to onPublish and renders messages in real time. Reality: Handshake rituals, headers, base64, keep-alives, reconnects, a…  ( 9 min )
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    Book review: “Build a DeepSeek Model (From Scratch)”
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    Outil de Cybersécurité du Jour - Nov 8, 2025
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    Building a Scalable UI System for Ride-Hailing Apps: Lessons from 85+ Projects
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    Building a Lightweight React Table with Per-Column Filtering
    ❗ The Problem Every time I started a new internal tool or admin panel, I had to rebuild the same data table: sorting by column filtering per field responsive layout TypeScript support Popular libraries like Ag-Grid or TanStack Table are powerful — but often overkill for simple use cases. So I built @bulak/react-registry — a minimal, fully typed React table component that does just enough. ✅ No heavy dependencies — only React and TypeScript ✅ Column sorting — click a column header to sort ✅ Per-column filtering — click the icon in the header to filter that field ✅ Easy to customize — clean, modular code ✅ Smart + dumb components — use for quick setup or for full control ✅ MIT licensed — free for commercial use See it in action: https://react-registry-azure.verc…  ( 7 min )
    LLM Self-Reflection - Combined Post-Mortem: Cascading AI Reasoning Failures
    Two large language models (Claude Sonnet 4.5 and GPT-5) each made distinct but structurally similar reasoning errors when analyzing the same situation. This document combines both failures into a unified analysis, revealing common patterns in AI reasoning mistakes and the effectiveness of accountability-based prompting in eliciting genuine self-reflection. Task: Create test cases for a PEG grammar parser Error: Used invalid key names (Level1, Level2, etc.) containing digits Duration: 30+ minutes of misdirected investigation Root Cause: Did not fully consult the grammar specification before writing tests Trigger: User prompt: "It was your failure - you had the grammar - your created the test cases - document that - why it happened?" Output: Detailed post-mortem analyzing cognitive biase…  ( 11 min )
    Building Your First MCP Server: A Practical Guide
    Part 2 of 3 in the MCP Server Series In Part 1, we explored what MCP servers are and why they matter. Now it's time to build one. By the end of this tutorial, you'll have a working MCP server that connects your AI to real data and tools. We'll cover both Python and TypeScript implementations, so you can choose what fits your stack. Series Navigation: Part 1: Understanding MCP conceptually Part 2 (This post): Building your first MCP server Part 3: Security, performance, and production deployment Prerequisites: Basic Python or TypeScript/Node.js knowledge Familiarity with async/await patterns Understanding of JSON and APIs (REST experience is helpful) 30-45 minutes to follow along You'll learn: How to choose between Python and TypeScript for MCP Building a complete, working MCP server Connec…  ( 13 min )
    WTF is Streaming Data Integration?
    WTF is this? Today, we're diving into the wild world of data, where things are moving faster than a teenager's thumbs on a smartphone. Say hello to "Streaming Data Integration" – the tech term that's making waves, but leaving many of us wondering what the heck it means. So, what is Streaming Data Integration? In simple terms, it's the process of capturing, processing, and integrating data in real-time, as it's being generated. Think of it like trying to drink from a firehose, but instead of water, it's a never-ending stream of data. This data can come from various sources, such as social media, sensors, IoT devices, or even online transactions. The goal is to make sense of this data, connect the dots, and use it to make informed decisions or take immediate actions. But why is Streaming Dat…  ( 10 min )
    💬 Real-Time Magic: How to Build Live Chat Applications with WebSockets and Socket.io
    Have you ever sent a message and received an instant reply? It feels natural — almost like magic. Whether you’re chatting on WhatsApp, getting a live update on a delivery app, or watching a comment pop up during a livestream, everything happens instantly. No refresh. No delay. That magical “instant” feeling is made possible by one powerful concept: real-time communication, powered by WebSockets and libraries like Socket.io. In this post, you’ll learn how real-time systems work, why they matter, and how you can implement them in your own web apps to boost user engagement and performance. ⚡ Why Real-Time Communication Matters Before WebSockets, most web apps used something called HTTP polling — where your browser repeatedly asked, “Any new data yet?” every few seconds. This worked, but it wa…  ( 8 min )
    The file system rabbit hole: Building FSWatcher in Go
    A deep dive into how file watchers work across macOS, Linux, and Windows, and how FSWatcher unifies them under one simple library. Some time ago, I built a small internal Golang tool, a simple hot-reload system in Go that automatically rebuilt and restarted the app whenever a file changed. It was a quick, practical solution powered by fsnotify, and it worked well for what I needed at the time. When I revisited it later, I realized I didn’t just want to use a watcher; I wanted to understand it at a lower level. How do macOS, Linux, and Windows actually detect file changes? What are the native mechanisms behind them? And how much control could I gain by going a level deeper? That’s where the current project began, the journey that became FSWatcher: a cross-platform, concurrent, and dependenc…  ( 8 min )
    Invisible Gatekeepers: How America Really Decides Who Gets Ahead
    TL;DR: Success in America isn’t purely about talent or hard work. Invisible gatekeepers — networks, media, technology, education, finances, culture, mentorship, bureaucracy, and psychology — quietly decide who gets ahead. The real way to succeed? Awareness and strategic alignment, not trying to “escape” the system. I watched my wealthy friends walk into rooms like they owned them. They didn’t just talk — they moved. Shoes clicked on marble floors. Eyes scanned for familiar faces. Hands ready to shake or drop a name. Opportunities appeared around them like magic. I later realized: it wasn’t magic. It was fluency. A fluency I wasn’t taught. Meanwhile, the rest of us? We’re told: “work harder.” “Prove yourself.” “Don’t give up.” Fail once, and the world tells you it’s entirely o…  ( 9 min )
    Invisible Gatekeepers: How America Really Decides Who Gets Ahead
    TL;DR: Success in America isn’t purely about talent or hard work. Invisible gatekeepers — networks, media, technology, education, finances, culture, mentorship, bureaucracy, and psychology — quietly decide who gets ahead. The real way to succeed? Awareness and strategic alignment, not trying to “escape” the system. I watched my wealthy friends walk into rooms like they owned them. They didn’t just talk — they moved. Shoes clicked on marble floors. Eyes scanned for familiar faces. Hands ready to shake or drop a name. Opportunities appeared around them like magic. I later realized: it wasn’t magic. It was fluency. A fluency I wasn’t taught. Meanwhile, the rest of us? We’re told: “work harder.” “Prove yourself.” “Don’t give up.” Fail once, and the world tells you it’s entirely o…  ( 9 min )
    How To Create a CloudWatch Alarm for CPU Utilization
    1. Create EC2 for Amazon Linux In the AWS Management Console, type cloudwatch into the search box, and then select the CloudWatch service. Click All alarms Click Create alarm Click Select metric Click EC2 Click Per-Instance Metrics Select Cloudwatch Lab and click Create alarm Set Period based on your need Select Greater/Equal and Write 80 and then Click Next Select Create new topic , Write topic name and your email then click Next Write CPU High Usage Alert and click Next then click Create alarm In the AWS Management Console, type EC2 into the search box, and then select the EC2 service. • On the Instances page, select the Cloudwatch lab check box, and then select Connect. To install the Stress Application sudo yum install stress -y sudo stress --cpu 4 In the AWS Management Console, type EC2 into the search box, and then select the EC2 service. Select Cloudwatch lab and Monitoring In the AWS Management Console, type Cloudwatch into the search box, and then select the CloudWatch service. Click All alarms You will see alarm is in alarm state That it is. Congratulations, you have completed Lab-How To Create a CloudWatch Alarm for CPU Utilization Repository: AWS Learning Labs  ( 6 min )
    Ethics in AI Programming: Ensuring Fair and Transparent Algorithms
    In the world of AI, the possibilities seem endless. We’re talking about machines that can learn, think, and make decisions without needing constant human input. But as the technology advances, we’ve found ourselves at a critical crossroads: how do we ensure that these smart systems are built ethically? How can we create AI algorithms that are not only effective but also fair, transparent, and trustworthy? In this post, we’ll dive into the fascinating and sometimes tricky world of AI programming ethics, exploring how we can ensure that these powerful algorithms work for everyone without leaving anyone behind. Let’s face it: AI is everywhere. From recommending what show to watch next on Netflix, to diagnosing medical conditions, to even driving cars, we’ve started to depend on algorithms mor…  ( 9 min )
    NPR Music: Nova Twins: Tiny Desk Concert
    Nova Twins Tear Up the Tiny Desk Nova Twins stormed the Tiny Desk with mega-distorted bass lines and raspy yowls, kicking off with the defiant “Cleopatra” before diving into the shadow-busting roar of “Monsters.” Between pedal-cam tours of their spaceship-size stompboxes and Amy Love’s Harp Blaster mic adding a supernatural spark to “Hummingbird,” the London duo completely rewrote polite-girl rock rules. They sealed the set with the high-octane “Choose Your Fighter,” backed by Jake Woodward’s pounding drums, proving that Georgia South and Amy Love are bass-nerd, guitar-wrangling powerhouses who refuse to play it nice. Watch on YouTube  ( 6 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    You’re about to learn four game-changing ChatGPT tricks that’ll literally halve your AI workload. First, the Prompt Reversal Technique shows you how to backtrack your best prompts so you spend less time refining them. Then the 5-Minute Amplifier lets you spin one core idea into blog posts, tweets, videos—whatever you need—in minutes. Next up is the Red Team Technique, where you have ChatGPT critique its own work to catch flaws on the spot. Finally, Blueprint Scaffolding forces the model to map out its reasoning before diving into answers, so you get clear, logical output every time. Apply these and you’ll wonder how you ever wasted hours on back-and-forth prompting. Watch on YouTube  ( 6 min )
    Boosting Your Dev Career: A Deep Dive into Free AI Tools for Developers (2025-11-08)
    Boosting Your Dev Career: A Deep Dive into Free AI Tools for Developers The landscape of software development is undergoing a profound transformation, with Artificial Intelligence emerging not just as a technology to build, but as a co-pilot and catalyst for productivity. Developers are no longer just writing code; they're orchestrating complex systems, making architectural decisions, and constantly learning new paradigms. In this environment, leveraging AI tools isn't a luxury – it's becoming a fundamental skill for staying competitive and efficient. This article takes a deep dive into 2-3 free AI tools that can significantly enhance a developer's workflow, from writing code to tackling data and understanding documentation. We'll explore their practical applications, provide hands-on ex…  ( 15 min )
    Complete Analysis of iOS Submission Process for uni-app: Full Practice from Packaging to Release
    uni-app, as a cross-platform development framework, has become the first choice for many teams and individual developers due to its "write once, run everywhere" feature. However, many developers often encounter complex processes, scattered tools, and tedious reviews during the iOS app submission phase. This article will focus on the iOS submission process for uni-app, combining practical experience to detail the entire process from certificate preparation to TestFlight distribution and App Store release, and provide tool combination solutions for different stages. In a uni-app project, to successfully package and submit an iOS app, you must first apply for iOS development certificates and distribution certificates. Mac users: Can generate a CSR file via Xcode or Keychain Access, then apply…  ( 8 min )
    Beyond lxml: Faster and More Pythonic Parsing with pygixml and selectolax
    For almost two decades, lxml has been the go-to choice for parsing XML and HTML in Python. But the world has changed. That’s where pygixml (for XML) and selectolax (for HTML) come in — two modern parsing libraries built with Cython and inspired by low-level speed but high-level usability. Let’s give credit where it’s due. lxml revolutionized parsing when it came out — it combined the power of the C-based libxml2 with a clean Python API. A simple example: from lxml import etree xml = """AlphaBeta""" tree = etree.fromstring(xml) for item in tree.xpath("//item"): print(item.text) Output: Alpha Beta Nothing wrong here — it works! pygixml is a modern XML parser for Python, powered by pugixml (C++) and Cython. Benchmarks show pygixml is 16× to 33× f…  ( 8 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    Sean Fennessey and Amanda Dobbins pick up their yearlong countdown of the 21st century’s top 25 films with David Lynch’s Mulholland Drive at number six. They praise Naomi Watts’s astonishing breakthrough, dive into the movie’s endless conspiracy theories and fan interpretations, and marvel at Lynch’s genius blend of sun-soaked Americana, European surrealism, old-Hollywood glamour, and eerie outsider art. Whether you’re a die-hard Lynch fan or a curious newcomer, their lively chat makes a great case for why Mulholland Drive endures as one of the most enigmatic and unforgettable films of our time. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less Cinemasins is back with a cheeky breakdown of one of the year’s—and possibly genre history’s—most beloved flicks. They’re here to “sin” every juicy detail, crack a few jokes, and wish you a Happy Halloween while they’re at it. Along the way, they drop links to their main site, a sinful poll, Patreon support, and all their socials—from Discord and Reddit to Twitter, Instagram, TikTok and even Jeremy’s book. Dive in, join the fun, and get ready to spot every sin! Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    TL;DR CinemaSins just dropped “Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less,” dishing out their signature snark while pointing out every plot hole, awkward line, and cinematic misstep…yet somehow still wondering if the movie’s actually fun. For deep dives, polls, and behind-the-scenes chaos, hit their site or Linktree, join the Discord/Reddit communities, and follow writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel on socials. Don’t forget the Patreon, TikTok, Instagram, and Jeremy’s book if you’re craving even more sinning goodness! Watch on YouTube  ( 6 min )
    Figma to IDE MCP integration in 2 minutes
    Stop Pasting Screenshots: A Developer's Guide to Semantic Figma Integration As full-stack developers, we are constantly looking for ways to bridge the gap between design and implementation. Recently, AI has promised to close this gap, but the prevalent workflow—pasting screenshots into an LLM—is fundamentally flawed. When an AI looks at a screenshot, it is guessing. It sees pixels, not intent. It doesn't know your design tokens, it doesn't recognize your existing component library, and it often outputs hard-coded hex values instead of the semantic variables your team uses. There is a better way: The Model Context Protocol (MCP). By integrating the figma-developer-mcp server into your IDE, you can give your AI agent direct, secure access to the structured data behind your Figma designs. T…  ( 7 min )
    Day 11 : C++ Language | String Concatenation | Part -2
    String Concatenation It is the adding of 2 or more strings, which are connected using + sign. #include #include using namespace std; int main(){ string age = "23"; string name = "Aiera" ; string person = name + age; cout #include using namespace std; int main(){ string age = "23"; string name = "Aiera" ; string person = name + " " + age; cout << person; return 0; } // output : Aiera 23 Day1:Introduction to C++ Day2:C++ language | output Day3: C++ language | variables | Datatypes |part1 Day 4: C++ language | Variables | Datatypes | Part-2 Day 5: C++ Language | Arithmetic operators Day 6: C++ Language | Assignment operators Day 7: C++ Language | Comparison Operators Day 8 : C++ Language | Logical operators Day 9 : C++ Language |Strings Day 10 : C++ Language | String Concatenation | Part-1  ( 6 min )
    From DataWareHouses to BigData Systems: What and Why - Questions that nobody asks, but you should!
    From DataWareHouses to BigData Systems In the 1980s, data warehouses evolved as a way to separate operational reporting, which requires read-heavy querying across a full dataset, from the application's transactional database, which is focused on fast reads and writes in a much smaller set of records. Data warehouses are still relational databases, but they have been optimized for reporting and analytics. Access pattern: Reporting is read-heavy across large historical datasets while transactions are frequent, small, and write-heavy on a narrow slice of recent records. Latency tolerance: For Reporting, latency in seconds to minutes is often acceptable if the query is complex. For Transactions, sub-second latency is required to keep user actions snappy. Concurrency profile: Transactions inv…  ( 10 min )
    How to Value a Small Business: Your Guide to Smart Acquisitions
    When buying an existing business, especially in a new-to-you industry, it's easy to get caught up in the excitement of a new venture. However, a clear-eyed approach to how to value a small business is crucial for a successful acquisition. Many aspiring entrepreneurs, much like a recent Reddit user considering a dog grooming business with solid revenue, grapple with understanding true worth beyond the seller's asking price. This guide will walk you through the essential steps and considerations for valuing a small business, ensuring you make an informed decision. Your journey begins with understanding the financial health of the target business. Don't just look at revenue; delve into the profit. Seller's Discretionary Earnings (SDE) is a vital metric that reveals the total financial benefit…  ( 12 min )
    The App You Trust Most Is the One That Spies the Hardest
    There's a strange comfort we feel when tapping that familiar app icon on our phones. Whether it's checking the weather, scrolling through social feeds, or tracking our finances, we've learned to trust these digital companions. But here's the uncomfortable truth: the apps we depend on most are often the ones extracting the most value from our personal lives, quietly harvesting data we never agreed to share and monetizing our privacy in ways we barely understand. Recent research analyzing 100 popular apps found that Facebook and Instagram collect all 32 data points outlined in Apple's privacy policy, more than any other apps studied. These Meta platforms gather everything from your exact location and browsing history to payment details and contacts. While they claim only seven data points a…  ( 12 min )
    HTML Entity Encoder — The Superhero That Saves Your Code From Breaking! 🦸‍♂️💻
    Ever written some HTML and suddenly your text goes poof! — replaced by chaos on the screen? 😱 Chances are, you’ve got a sneaky special character breaking your markup. But don’t worry — the HTML Entity Encoder is here to save your HTML from self-destruction! ⚡ This tool transforms special characters like , and & into their safe, encoded forms — so your code stays squeaky clean, browser-friendly, and hacker-proof. 🧱 Prevents broken layouts by encoding special characters properly. 💂‍♀️ Keeps your HTML safe from XSS and rendering issues. 🎨 Perfect for bloggers & devs who share code snippets online. 🚀 No installation needed — it’s fast, free, and works right in your browser. When you write something like this: Hello & welcome! Browsers might panic 😰. But when encoded, it becomes: Hello & welcome! Now your code looks perfect and renders safely — no drama, no chaos, just pure HTML zen 🧘‍♀️. Paste your HTML code or text into the input box. Click Encode. Boom 💥 — all special characters are magically converted to their HTML-safe forms! It’s like giving your HTML a bulletproof vest 🦺 — now it’s protected against accidental breakage and unwanted behavior. 🧑‍💻 When displaying code examples on blogs or forums. 🔒 When securing user input before rendering it on a webpage. 🧠 When you want to make sure your stays a — not a disaster! 💬 When sharing snippets in emails, chats, or markdowns that strip HTML. Try It Out Now ⚡ Protect your HTML from sneaky characters with the HTML Entity Encoder: 👉 https://www.devutilx.com/tools/html-entity-encoder DevUtilX isn’t just about encoding — it’s your one-stop shop for developers! 🧰 With 100+ free online tools for formatting, minifying, converting, and validating your code, it’s basically your digital Swiss Army knife. Explore all tools now 👉 https://www.devutilx.com/ 🚀  ( 7 min )
    CDG Hoodie: The Perfect Blend of Streetwear and High Fashion
    The Origins of CDG Comme des Garçons, founded by Rei Kawakubo in Tokyo in 1969, revolutionized the world of fashion with its avant-garde and often unconventional approach. The brand’s name, meaning “like boys” in French, reflects its signature style—challenging gender norms and redefining beauty through asymmetry, deconstruction, and originality. When CDG expanded into the world of casual wear with its sub-label CDG Play, the hoodie quickly became a must-have. The now-iconic heart logo with eyes, designed by Polish artist Filip Pagowski, turned simple basics into instantly recognizable fashion statements. A CDG hoodie stands out for its quality and distinct details rather than flashy graphics. The fabrics are typically premium cotton blends that ensure softness, durability, and structure…  ( 7 min )
    Why User Experience Should Be at the Core of Your Zendesk Strategy
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    Base64 Decoder — Unwrap Your Data Like a Secret Message 🕵️‍♀️📜
    Ever stumbled upon a long string of random characters ending in “==” and wondered, “What kind of alien language is this?” 👽 Congratulations — you’ve met Base64 encoding! And now, it’s time to decode that mysterious gibberish back into something human-readable with the Base64 Decoder. This tool is your secret decoder ring 🕶️ — it transforms Base64-encoded text or data right back to its original form (whether it’s an image, JSON, or just a simple “Hello World!”). 🧩 Reverse the encoding magic — turn encoded text back into readable data. 🖼️ Recover embedded images that were tucked into HTML or CSS files. 🔍 Inspect API payloads that return Base64 strings. 💡 Debug easily when working with encoded JWTs, tokens, or binary data in text form. In short — if Base64 encoding was a burrito 🌯, this tool unwraps it so you can see what’s inside! Paste your Base64 string into the decoder box. Hit the Decode button. Ta-da! 🎉 Get your original text, image, or data instantly. Example: Input → U29tZXRoaW5nIHNpbXBsZSBiYXNlNjQh Output → Something simple base64! No more guessing games. The Base64 Decoder peels back the layers of encoding faster than you can say “What’s this weird text?” 😎 🔐 When debugging web tokens (JWTs). 🧠 When dealing with encoded file data. 🧰 When testing APIs that send responses in Base64. 📄 When reversing data hidden inside HTML, CSS, or JSON. If you ever find a suspicious-looking block of text that looks like gibberish, try dropping it into the Base64 Decoder — chances are, it’s just an encoded file waiting to say hello! 👋 Decode your Base64 strings in seconds here: 👉 https://www.devutilx.com/tools/base64-decoder DevUtilX isn’t just about encoding and decoding — it’s your all-in-one developer Swiss Army knife 🛠️. From formatters to converters, validators, and generators, there’s something for everyone. Explore the full collection of 100+ developer tools at 👉 https://www.devutilx.com/  ( 7 min )
    Zeeshan Ameer Saleemi
    The Light Within Solitude The Universal Voice of Zeeshan Ameer Saleemi Dr Meera Khanna Dr Ananya Mehta (India) Some poets chase words but Zeeshan Ameer Saleemi creates silence out of them His poetry does not speak to the mind it whispers to the heart His book Hijr Nama is not only a collection of Urdu ghazals it is an inward journey through the delicate landscapes of love loss and awakening Each verse carries a sense of timeless stillness The kind of stillness that lives between two heartbeats His words breathe the music of solitude and his silence echoes louder than most voices today Hijr Nama Hijr Nama is not a book about sadness it is a book about transformation Zeeshan’s concept of Hijr separation is not about pain it is about realization He writes of longing not as defeat but as dis…  ( 9 min )
    Writing Your First Compiler - Part 6: Extending the Language
    We have a parser that handles arithmetic expressions. Numbers, operators, parentheses. It works. But we're not trying to build a calculator - we're building a compiler for a real programming language. Time to add the rest. Functions, variables, conditionals. Everything we need to write actual programs. Same strategy as before: one piece at a time. We'll start simple and build up. The first thing we need is identifiers - names for variables and functions. When you write factorial(n), both factorial and n are identifiers. An identifier is a sequence of letters, digits, and underscores. But it can't start with a digit - x1 is valid, 1x is not. That's a convention most programming languages follow, and we will too. So how do we recognize them? Same approach as numbers. We see a letter or under…  ( 23 min )
    Hands-on Data Cleaning Using Pandas in Google Colab
    Data cleaning is one of the most crucial steps in any data science or analytics project. In this challenge, I worked on a real-world dataset from Kaggle with over 100,000 rows, performing various Pandas operations to clean, preprocess, and prepare it for further analysis. 📂 Dataset Details It includes data such as: 🧾 Order ID Rows → 120,000 ⚙️ Tools & Environment  ( 6 min )
    Common Manual Testing Techniques
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    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    4 ChatGPT Hacks to Cut Your Workload in Half Jeff Su breaks down four game-changing tricks: reverse-engineer your best prompts for consistent results, use the 5-Minute Amplifier to spin one idea into multiple formats, deploy the Red Team Technique to get AI to critique its own output, and apply Blueprint Scaffolding so ChatGPT outlines its reasoning before executing. These tips, complete with real-world examples, will halve your AI workflow time no matter your role or industry. Watch on YouTube  ( 6 min )
    🚀 Google & SpaceX Are Building AI Datacenters in Space — Nvidia Hits $5 Trillion
    The AI Infrastructure War Just Went Interplanetary 🌌 On November 4th, 2025, Google CEO Sundar Pichai dropped a historic announcement: Project Suncatcher — the world’s first AI datacenter in orbit, powered entirely by solar energy. And within days, Elon Musk responded: SpaceX is scaling Starlink V3 satellites into AI-enabled orbital computing hubs. This isn’t just another tech race. 🎥 Watch the full deep dive on AI Vanguard: 💰 Nvidia’s $5 Trillion Empire While the world focused on rockets and datacenters, Nvidia quietly became the world’s most valuable tech company, crossing the $5 trillion mark. Major Moves: 💸 $1B investment in Nokia — causing a 22% stock surge 💸 $5B in Intel — its best trading day in 38 years 🛰️ Launching Nvidia Aerial, a 6G AI-native wireless network 💾 Securing $5…  ( 7 min )
    Exploring NoSQL Data Analysis: A Practical Study Using a Kaggle Dataset
    🗂️ Step 1: Setting up MongoDB Atlas Username: 22cs056 Once your cluster is ready, click “Connect → Connect using MongoDB Shell” and copy the connection string. 💻 Step 2: Connect from Mongo Shell bash Then enter your password when prompted: If connection succeeds, you’ll see: 📥 Step 3: Create a Database and Insert Records javascript Insert 10 sample business review records: javascript 🔍 Step 4: Queries javascript 🔤 4.2 Count of Reviews Containing “good” javascript 🏪 4.3 Get Reviews for a Specific Business ID javascript ✏️ Step 5: Update and Delete javascript 🗑️ Delete a Record javascript 📤 Step 6: Export Data to JSON/CSV bash Then run the following from PowerShell (not inside mongosh) 👇 📄 Export as CSV bash 📦 Export as JSON bash 📊 Step 7: View the Exported Files ✅ Step 8: Summary Operation Command Example Insert insertMany() Add 10 review records Query find(), countDocuments() Retrieve data Update updateOne() Modify fields Delete deleteOne() Remove a record Export mongoexport Generate CSV/JSON files 🎯 Final Thoughts Manage cloud-hosted databases Perform CRUD operations Export results in multiple formats This project demonstrates all essential MongoDB operations — perfect for Data Engineering and Database Management learning tasks.  ( 7 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    The 25 Best Movies of the Century: No. 6 – Mulholland Drive Sean and Amanda dive into David Lynch’s surreal magnum opus, celebrating Naomi Watts’s career-defining breakthrough and the film’s mind-bending mix of mystery, dream logic, and conspiracy theory banter. They praise how Mulholland Drive masterfully blends Americana, European surrealism, classic Hollywood glamour, and eerie outsider art into one unforgettable ride. Watch on YouTube  ( 6 min )
    Scenario 1: Deploy a simple NGINX Pod and expose it via a ClusterIP Service in Kubernetes
    🎯 Goal Deploy an NGINX Pod, then expose it internally using a ClusterIP Service so other Pods inside the cluster can access it. Create a file named nginx-pod.yaml You can use Cloud Shell editor (code nginx-pod.yaml) or nano nginx-pod.yaml. apiVersion: v1 kind: Pod metadata: name: nginx-pod labels: app: nginx spec: containers: - name: nginx image: nginx:latest ports: - containerPort: 80 kubectl apply -f nginx-pod.yaml ✅ Expected output: pod/nginx-pod created kubectl get pods -o wide You should see: NAME READY STATUS RESTARTS AGE IP NODE nginx-pod 1/1 Running 0 15s 10.32.0.12 gke-mycluster-default-pool-xxxx Now, let’s expose it internally with a Service. Create a file named nginx-service.yaml: apiVersion: v1 kind:…  ( 7 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins just dropped a Halloween-ready quick-fire roast of one of the year’s best genre flicks—15 minutes of “sins” piled on a movie they secretly love (because this film rules). Expect their signature blend of nitpicks, jokes, and callbacks as they mercilessly tally up every little quirk. They’ve also got the usual treasure trove of links—official site, TVSins, CommercialSins, the Cinemasins podcast, Discord, Reddit, Instagram, TikTok and more—plus a fan poll and a Patreon to keep this small team going strong. Writers on this episode include Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less CinemaSins dishes out a rapid-fire, 20-minute roast of Marvel’s Thunderbolts, tallying every plot hole, cringe-worthy moment, and character quirk—yet still wondering if the movie might secretly be a blast. Expect punchy commentary, sarcastic jabs, and their classic “sin” counter. For more movie-burning fun, head to CinemaSins.com, subscribe to their YouTube channels, fill out the sinful poll, or support their crew on Patreon. You’ll also find them on Discord, Reddit, Instagram, TikTok, and all your favorite social feeds. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators – Caravan of Garbage Review Mr Sunday Movies jumps back into the 2010 hit Predators and cheers it for returning to the franchise’s roots—think a rag-tag team of misfits, a muddy jungle showdown and fresh twists that outshine previous sequels. He’s bummed we never got a true follow-up to this fan favorite but still can’t help loving the wild ride. Want more? Hit up bigsandwich.co for early vids, bonus podcasts and game-plays, follow James and Maso on Twitter, dive into extended audio editions, subscribe on YouTube or iTunes, and support the show on Patreon—plus grab some merch while you’re at it! Watch on YouTube  ( 6 min )
    The Truth About ‘Building in Public’: What No One Tells You
    Everyone says: Build in public. Share your journey. Be transparent. But no one talks about how it actually feels. In the beginning, I used to post like I was talking to myself — No likes, no responses. And honestly? We see the big wins shared online: “Just landed 1,000 users!” “Launched my MVP!” “Hit my first revenue milestone!” Building in public looks like a badge of authenticity. But behind those updates is a much quieter, more complicated emotional experience — One that rarely makes it to the timeline. So let’s talk about the part no one explains. Building in public is a storytelling strategy. It means sharing your journey, your wins, your mistakes, your experiments, as they happen. Sharing stories (wins/losses) Being vulnerable and transparent Inspiring a community through honest…  ( 8 min )
    On Pretraining for Project-Level Code Completion
    How AI Learns to Finish Your Code Faster Ever wondered how a computer can guess the next line of code you’re about to write? Scientists discovered that teaching an AI model on whole code repositories—like giving it a whole library instead of single books—makes it much better at completing code in real time. This breakthrough means developers everywhere could soon enjoy smarter code suggestions without waiting for huge cloud models. the future of coding is already here. Keep an eye on these tiny AI helpers; they’re set to make programming faster and more fun for everyone. Read article comprehensive review in Paperium.net: On Pretraining for Project-Level Code Completion 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 20 min )
    Cut AI Costs Without Losing Capability: The Rise of Small LLMs
    Artificial intelligence is getting smaller — and smarter. For years, the story of AI progress was about scale. Bigger models meant better performance. But now, a new wave of innovation is proving that smaller models can do more with less. These compact, efficient models are called Small Language Models (SLMs). They’re quickly becoming the preferred choice for developers, startups, and enterprises looking to cut costs without sacrificing capability. This article explores how small LLMs work, why they’re transforming the economics of AI, and how teams can start using them right now. Understanding What “Small” Really Means A small LLM, or small large language model, usually has between a few hundred million and a few billion parameters. By comparison, ChatGPT and Claude have tens or even hu…  ( 10 min )
    How to Set Up an S3 Trigger for Lambda — and Kick Off a Step Functions Workflow
    Hey folks 👋 Recently, I worked on a project where I needed to trigger a Lambda function whenever a file was uploaded to an S3 bucket — but with a twist: that Lambda then had to start an AWS Step Functions workflow. Here’s a quick rundown of how I set it up 👇 I created an S3 bucket and configured it to trigger a Lambda function on the PUT event — basically, whenever a new file is uploaded. Inside the Lambda, I captured the event details (like file name, path, etc.), did a bit of validation and processing, and then triggered the Step Functions state machine using the AWS SDK. The Lambda started the Step Function execution and passed along all the necessary input for the workflow to handle the next steps — things like batch processing, file transformations, or triggering other services. 💡 High-level flow looks like this: Upload file to S3 S3 event triggers Lambda Lambda executes → starts Step Functions workflow This setup helped automate a lot of the data flow and made the process super reliable — no manual intervention needed! If anyone’s trying something similar and wants a look at the sample code or setup steps, happy to share! Just drop a comment. 👇  ( 6 min )
    Spooky Pumpkin
    This is a submission for Frontend Challenge - Halloween Edition, CSS Art. Here is my GitHub repo, you can check my project. I was inspired by Halloween nights — dark skies, glowing pumpkins, and mysterious sounds. Demo This project started and small idea when I saw the halloween challenge on Dev community. I wanted to make something creative, so a decided to add background music to spooky themed webpage. At first struggled with getting the audio to click correctly on browser but after some research I fixed it using JavaScript. I learn how to use GitHub for the first time upload files and even host my project with GitHub pages. It was a fun experience that help me grow as a beginner web developer. And the last amazing thing, I use my phone to code, 😄.  ( 6 min )
    Building Security by Design: My AWS Project Showcasing VPC, NAT Gateway, and Private Networking Mastery
    INTRODUCTION This project combines concepts of network isolation, controlled routing, and secure connectivity — principles that are fundamental to cloud security and modern infrastructure management. Every step was documented with annotated screenshots, from setup to validation. PROJECT OVERVIEW Objective: Final Architecture Phase 1: Foundation Setup - Building Your Private Network (VPC) Create a VPC (Your Private Cloud Network) o Go to: AWS Console -> VPC service -> "Your VPCs" -> "Create VPC". o Settings: ▪ IPv4 CIDR block: 10.0.0.0/16 (This creates 65,536 private IP o Click Create. Goto Ec2 Instance to configure the Networking Environment Create Subnets (Your Designated Areas) o Go to: Subnets -> Create subnet. o Create Private Subnet: ▪ Subnet name: private-subnet-1 …  ( 9 min )
    Mastering Testing: My journey with Jest in my project
    As part of continuously studying for my open source course, I had to try testing for the first time. This week focused on setting up a testing framework, writing unit tests and trying to integrate if possible code coverage analysis. For my Repository Context Packager project (a CLI tool for packaging repository content), I had to chose among a variety of testing frameworks like Cypress, Jest, Vitest one that will best work and enable me write, organize and execute test cases for my project. I chose Jest because it is a popular and zero-configuration testing library that supports several options. After some research, i noticed it is widely used in the JavaScript ecosystem, with excellent documentation and community support. It includes built-in features like mocking and coverage, reducing…  ( 7 min )
    I’m Aniruddha Adak, And This Is My YouWare Addiction: 27 Apps In 45 Days (All Built With Zero Code)
    Yes, it’s me. The guy who turned YouWare into my personal Skynet factory. I didn’t write a single line of code. I just kept clicking “Create Project” until the internet begged for mercy. Here are ALL 27 YouWare projects I shipped since September. Every single one live. Every single one free. Every single one built while eating cold Maggi at 3 AM. Let’s go. Dream Home AI Creator Speak your dream house → walk through it in 3D. Made a kid in Delhi see his future treehouse. // Detect dark theme var iframe = document.getElementById('tweet-1986102402521661883-909'); if (document.body.className.includes('dark-theme')) { iframe.src = "https://platform.twitter.com/embed/Tweet.html?id=1986102402521661883&theme=dark" } → Try: https://youware.app/project/3b22glsdnl?invite_cod…  ( 10 min )
    I’m Aniruddha Adak
    The Guy Who Turned YouWare Into a Personal Weapon of Mass Creation November 08, 2025 Kolkata, 4:12 AM Hi. Yes, really me. The one who flooded your timeline with 49 NanoBanana logos, AI Christmas ads before Coca-Cola, and a sleep companion that actually tucks you in. Now I’m writing the truth. Here are the 30 creations I’m actually proud of (no filler, no flexing, just the ones that felt like magic). Dream Home AI Creator Type “cozy cabin with fairy lights” → get a 3D tour you can walk through. // Detect dark theme var iframe = document.getElementById('tweet-1986102402521661883-356'); if (document.body.className.includes('dark-theme')) { iframe.src = "https://platform.twitter.com/embed/Tweet.html?id=1986102402521661883&theme=dark" } Goodnight Companion The only AI t…  ( 9 min )
    OSD600 Lab 7: Testing
    I'll make this one really straightforward: Over the last couple of months working on the repo context manager project (see), Testing was one of the fundamental things one cannot miss. Specifically, as I was iterating largely and adding features over and over again, it was essential for me to keep track of correctness throughout the main logic. Although not explicitly stated in any of the labs so far, I've been adding tests all along this time. This dedication to testing was a crucial habit, as it dramatically boosted my confidence while adding features. Having a robust set of tests meant I could refactor or introduce major changes quickly, secure in the knowledge that if I broke something core, the test suite would immediately flag it. For an evolving project, this continuous verification …  ( 7 min )
    Hey World, I’m Aniruddha Adak – The Guy Who Posted 49 Images In One Thread And Broke Everyone’s Timeline
    November 08, 2025 Kolkata, India → Planet Earth → The Internet Yes, that’s me. The dude who turned X into his personal art gallery. The one your thumb hated after scrolling through my 49-screenshot NanoBanana thread. The madman who built 27 AI apps in 30 days using nothing but YouWare and pure caffeine. Now I’m delivering the origin story. Grab chai (or Red Bull, I don’t judge). I started posting on X exactly 42 days ago. Day 1: “Hello world, I make AI apps at 3 AM.” Day 42: Grok writes a 100-post blog about me while the internet screams “WHO IS THIS GUY?!” Somewhere in between I: Built an app that turns your dreams into interactive galaxies Made Coca-Cola’s 2025 Christmas ad before Coca-Cola did Turned Minecraft into GTA 5 using only Veo 3.1 Created a sleep companion that tucks you i…  ( 8 min )
    ⚙️ Ansible Roles Unleashed: From Ad-Hoc Automation to Production-Grade Cloud Deployments [Week-8] 🚀
    📖 Introduction: The Tale of Two Revolutions When you first provision a cloud VM, it's like moving into a bare house. The structure is there (thanks, Terraform), but it's empty. Someone still needs to paint the walls, install the plumbing, and wire the electricity. That someone, in the DevOps world, is Ansible. This post marks Week 8 of our 12-week DevOps Micro Internship Cohort, where I journeyed through HandsOn assignment projects — that collectively taught me how to go from clicking buttons in Azure Portal to orchestrating thousands of infrastructure deployments with a few lines of YAML. Let me ask myself the critical questions first, then unfold the answers: ❓ What's the real difference between Terraform and Ansible? ❓ Why do we need ad-hoc commands when we have playbooks? ❓ How do…  ( 21 min )
    What safeguards boost AI-driven decision-making and data quality?
    AI-driven decision-making and data quality AI-driven decision-making and data quality sit at the heart of modern business strategy. Too often, companies hand over choices to blind automation and lose sight of customers. Because flawed inputs create flawed outcomes, smart teams treat data cleanliness as a strategic priority. However, slick AI outputs can mask bias and amplify errors at scale. I have seen campaigns built by algorithms that delivered zero qualified leads. Therefore, governance, human oversight, and rigorous data hygiene must guide any automation initiative. This article lays out practical checks you can run each week to prevent costly mistakes. First, diagnose your data source, triangulate with independent evidence, and run a sanity simulation. You will learn a three-step b…  ( 10 min )
    I Doom-Scrolled Every Viral AI Tweet of 2025 So You Don’t Have To (100 Posts That Broke My Soul)
    It’s November 8, 2025, 4:17 AM, and I haven’t slept in 48 hours. I told myself “just check the top 10 AI tweets of the year real quick.” Three Red Bulls, one cold pizza, and 4,000 tabs later… I present to you the actual 100 viral AI moments that owned X this year. These aren’t press releases. These are the screenshots your future therapist will ask about. Grab a drink. Strap in. Let’s trauma-bond. Shueisha (One Piece publisher) declares nuclear war on OpenAI “Touch Luffy again and we sue you into the Stone Age.” // Detect dark theme var iframe = document.getElementById('tweet-1985303384287535258-236'); if (document.body.className.includes('dark-theme')) { iframe.src = "https://platform.twitter.com/embed/Tweet.html?id=1985303384287535258&theme=dark" } Andrew Cuomo dr…  ( 9 min )
    Embeddings y RAG en aplicaciones web
    Quiero esta vez escribir un poco sobre el proceso de construcción de una pequeña idea que use para poder comprender el uso de embeddings y RAG en aplicaciones web que requieran este tipo de tecnologías. Buscando entender un poco estos conceptos encontré la idea de poder ayudar a mejorar la experiencia de usuarios que necesiten llevar al siguiente nivel sus procesos de capacitación o uso de procesos sistemáticos que se encuentren alojados en archivos PDF o word a través de una plataforma que ponga a disposición un chatbot que contenga toda la información de estos archivos y el usuario pueda realizar preguntas sobre ellos de forma natural y logre recibir una respuesta. Segun esta necesidad encontre que los embeddings y el uso de RAG en chatbots con IA logran no solo cubrir esta necesidad s…  ( 12 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    TL;DR Discover four game-changing ChatGPT hacks—Prompt Reversal, the 5-Minute Amplifier, Red Team Critiques and Blueprint Scaffolding—that let you reverse-engineer perfect prompts, spin one idea into multiple formats, have AI audit its own work and force it to show its reasoning first. Real-world demos mean you can plug these tricks in today and instantly cut your AI workflow in half, no matter your role or industry. Along the way, you’ll snag links to a free HubSpot ebook, Jeff Su’s AI course and blog post, plus bonus workflow goodies like The Workspace Academy and a Notion Command Center. Jump in and start saving hours on those endless prompt revisions! Watch on YouTube  ( 6 min )
    I Just Spent 7 Days Stalking Everyone on X Who’s Bold Enough to Say “I’m Building AGI” – These 25 Posts Broke My Brain
    Hey, it’s November 8, 2025, and I’m still recovering. I told myself I’d just “quickly check” who on X is actually crazy enough to tweet “Yeah, I’m building AGI. Right now. No cap.” Seven days later, I’m knee-deep in Discord servers, crypto whitepapers, and one guy who claims he made AGI v2 in his basement for zero dollars. Here are the 25 wildest humans (and teams) who looked the timeline in the eye and said the quiet part out loud. Buckle up. This is the most unhinged list you’ll read all year. Dude says he built AGI v2 with one model and exactly zero dollars. Send help. // Detect dark theme var iframe = document.getElementById('tweet-1984843249576472971-76'); if (document.body.className.includes('dark-theme')) { iframe.src = "https://platform.twitter.com/embed/Tweet.html?id…  ( 8 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    Sean Fennessey and Amanda Dobbins pick up their yearlong countdown with David Lynch’s Mulholland Drive, calling it a surrealist tour de force and a career-defining breakout for Naomi Watts. They dig into the film’s wild conspiracy theories and endless interpretations, marveling at how it keeps viewers guessing decades later. By fusing Americana, European surrealism, old-Hollywood glamour and a dash of outsider art, Mulholland Drive stands out as one of the 21st century’s most singular and endlessly fascinating movies. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins is back with a Halloween special, “Everything Wrong With Sinners In 15 Minutes Or Less,” where they playfully nitpick one of the year’s best genre films. Expect their trademark witty “sins” as they roast every plot hole and movie cliché in under 15 minutes—because spooky season needs laughs too. They’ve also dropped a stack of links for fans: visit their main site or Linktree for up-to-date news, check out their YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), fill out a quick poll, and consider supporting them on Patreon. Don’t forget to join the community on Discord, Reddit, Instagram, TikTok—and follow the CinemaSins writing team on Twitter and Instagram for more sins and behind-the-scenes fun. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    TL;DR CinemaSins just dropped their “Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less” video, where they gleefully tally up all the plot holes, nitpicks, and laughs in the latest Marvel team-up flick. Naturally, they still think it’s kinda great—just with a million sins. Along the way they plug their website, social channels, Patreon, and even a sinful poll (because they’re always looking for more reasons to roast movies). If you love movie sarcasm, this one’s for you. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage dives out of the jungle and into a sweltering, crime-ridden 1990s Los Angeles, swapping Schwarzenegger for Danny Glover and dropping the foliage for neon-lit streets. A deadlier, tech-heavy Predator ups the ante, while Gary Busey pops in to shake things up. It’s a fun detour if you’re cool with the sequel doing its own thing—just don’t expect an Arnold-style jungle repeat, and you’ll have a blast with this chaotic city hunt. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    TL;DR: This Caravan of Garbage review dives into Predators (2010), praising its rag-tag team dropped into a muddy jungle showdown and fresh twists that recaptured the original’s grit after some lackluster sequels. The host still mourns that we never got a proper follow-up to this fan-favorite entry. Along the way you’ll get hooked on Mr Sunday Movies’ ecosystem—early vids and bonus podcasts on bigsandwich.co, an extended audio edition on YouTube, plus all the Twitter, Patreon and merch links you could ever need. Watch on YouTube  ( 6 min )
    A must-have for TypeScript fans
    Beyond the basics: 21 TypeScript features you might not know about David Turnbull for Lingo.dev ・ Oct 22 #webdev #typescript #programming  ( 5 min )
    How to Configure Maintenance Windows for Window and Linux by Using AWS Systems Manager
    1. Create EC2 for Window and Linux Use Microsoft Windows Server 2022 for Window Use Ubuntu Server 22.04 LTS for Ubuntu It will take some minutes to set up Modify IAM role for TKK-Window Choose SSM Role and Click Update IAM role Modify IAM role and Update IAM role for TKK-Linux too In the navigation bar, type Systems Manager into the search box, and then select the Systems Manager. In the navigation pane, in Change Management, select Maintenance Windows. Select Create Maintenance Window. In Name, write Patching-Maintenance-Window In Description, enter Patching Maintenance Window - weekly every Sunday at 1 AM. In Schedule, select Rate schedule builder. In Window starts, enter 7, and then select Day(s). In Duration, enter 6 hours. In Stop initiating tasks, enter 2 hour befo…  ( 7 min )
    Unlocking AI Monetization: How Developers Can Earn with Dual Revenue Streams
    How We Built Ad Injection That Users Actually Appreciate: The Engineering Behind Monetization with Monetzly In the rapidly evolving landscape of AI applications, developers are facing a pressing challenge: how to monetize their creations without compromising user experience. Enter Monetzly—the first dual-earning platform specifically designed for AI apps, serving as the “Google Ads for AI Conversations.” Imagine being able to monetize your AI application without the dread of paywalls or annoying subscription fees. With Monetzly, you can do just that. Our platform allows developers to earn revenue not only from their applications but also by seamlessly integrating contextually relevant ads. This means your users can enjoy your AI-powered solutions without interruption, while you benefit …  ( 7 min )
    Les nouveaux systèmes de génération IA créative : entre automatisation et précision visuelle
    Des outils conçus pour produire sans répétition mécanique Les anciens générateurs reposaient sur des scripts rigides : une image en entrée, une transformation prévisible en sortie. L’intelligence générative n’exécute plus une simple commande ; elle interprète. La recherche actuelle se concentre sur la cohérence temporelle et spatiale : la continuité d’un mouvement, la logique des ombres, la densité des reflets. Cette cohérence n’est plus un luxe de postproduction : elle est intégrée dès la génération. système de génération IA créative devient alors un partenaire fiable, capable d’adapter sa production à la vision du concepteur. Dans de nombreux secteurs – publicité, mode, formation ou visualisation 3D – la production automatisée n’a plus pour but de remplacer l’humain, mais de lui donner des repères. Pour les créateurs, cela signifie un gain de temps et une constance inédite. L’avenir de ces outils dépendra de leur transparence. Les systèmes génératifs ne sont plus des boîtes noires : ils deviennent des plateformes de création mesurable et prévisible. Le développement des technologies génératives ne marque pas la fin de la création, mais un changement profond de sa structure. Cette évolution place la machine dans une position nouvelle : non plus exécutante, mais partenaire. L’enjeu des années à venir sera d’encadrer cette autonomie tout en préservant la liberté d’usage. Les systèmes de génération IA créative symbolisent ainsi une nouvelle étape du design numérique. Les systèmes génératifs ne sont plus des boîtes noires : ils deviennent des plateformes de création mesurable et prévisible. L’automatisation n’a alors plus rien d’aveugle ; elle devient une méthode rationnelle d’expérimentation visuelle.  ( 8 min )
    [Boost]
    Gemini CLI: The Future of Programming and Reflections on the Impacts of AI Windson Mateus ・ Nov 7 #gemini #geminicli #angular #ai  ( 6 min )
    Setting Up Testing for My CLI Tool
    I just finished adding tests to my Repository-Context-Packager project, Jest as my testing framework. Jest is probably the most popular JavaScript testing framework out there and it comes with everything built-in, mocking, coverage reports. I didn't need to install a bunch of separate packages like you would with some other frameworks. Plus, Jest has really good documentation and a huge community, so when I got stuck, I could find answers pretty easily. The other reason was that Jest just works out of the box for most projects. My project uses ES modules, and Jest doesn't natively support that without some configuration. First, I installed Jest as a dev dependency with npm install --save-dev jest, but then when I tried to run it with just npm run jest, it completely failed with a "Cannot …  ( 8 min )
    Adding Automated Testing to My CLI Tool
    How I Set Up Testing Environment I chose googletest for my project. Here's my commit. During Hacktoberfest, I explored a lot of repos that already had test cases in order to reduce the miserable side of software(crashing). I had previous experience with Jest.js, a JavaScript testing framework, but this was my first time using a testing framework in C++. First, I created a tests folder and configured the root CMakeLists.txt. The official user guide provided most of the information I needed for setup and implementation. Next, I configured tests/CMakeLists.txt to avoid writing repetitive CMake code for each test file. This section in the user guide gave me a great overview of the different test types Google Test has. TEST- Basic Test This is for simple tests that don't need any setup or…  ( 7 min )
    [Boost]
    The 90-Minute Sprint Model: How Deep Work Cycles Transform Developer Output Kruti Shah for Teamcamp ・ Oct 31 #webdev #productivity #devops #opensource  ( 6 min )
    Most people use AI the way they use Google — type a question, hope for something useful, and leave with surface-level answers. However, I use AI as a thinking partner, execution engine, and speed multiplier across product-building and decision-making.
    Inside My AI Workflow: How I Get Real Work Done With Prompts Jaideep Parashar ・ Nov 8 #webdev #ai #career #discuss  ( 7 min )
    Inside My AI Workflow: How I Get Real Work Done With Prompts
    AI isn’t magical. It’s leverage. Most people use AI the way they use Google: type a question, hope for something useful, and leave with surface-level answers. That’s not how I run my life, brands, or business. I use AI as a thinking partner, execution engine, and speed multiplier across product-building, writing, decision-making, and coding. Today, I’m opening my workflow, not theory, not motivation, but the exact AI workflow I use daily as a founder, developer, and creator. If you’ve ever wondered, “What does an AI-driven day actually look like?”, this is it. My Core Rule: AI Isn’t a Tool, It’s an Extension of My Mind AI doesn’t replace my thinking. My workflow is built on one belief: “If AI can think, draft, structure, refine, test, and execute faster than me, it should.” My time is bett…  ( 10 min )
    Lab 7 - Testing with pytest
    For Lab 7, I used pytest and pytest-cov in my repo ContextWeaver because they’re simple, popular, and well-documented tools for testing in Python. I added them to my requirements.txt, installed them in my virtual environment, and created a tests folder with a conftest.py file so my test files could import modules from src. I started by writing unit tests for ignore.py to check how it handled default, gitignore, and extra patterns, then added integration tests for main.py to make sure the CLI worked correctly with different ignore options. At first, one of my tests failed because of how my pattern matching worked, which helped me understand how *.py behaves in subdirectories. Running coverage showed that ignore.py had 100% coverage, while the overall project had 23%, so I could clearly see what still needed more testing. I realized how much automated testing improves confidence in my code, especially for catching small mistakes early, and I will definitely keep using pytest for future projects.  ( 6 min )
    Efficient Parallel Samplers for Recurrent-Depth Models and Their Connection toDiffusion Language Models
    How a New Trick Makes AI Chat Faster Than Ever Ever wondered why some AI chatbots feel sluggish? Scientists have discovered a clever shortcut that lets advanced language AIs think and speak up to five times faster. This speed boost could bring smoother conversations to your phone, your favorite apps, and even voice assistants at home. It’s a reminder that smarter, faster AI is just around the corner, ready to make our daily digital chats feel more natural than ever. Read article comprehensive review in Paperium.net: Efficient Parallel Samplers for Recurrent-Depth Models and Their Connection toDiffusion Language Models 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 20 min )
    Why it's time to ditch UUIDv4 and switch to UUIDv7!
    I've been using UUIDv4 as my go-to identifier for database primary keys for quite a long time, moving from sequential integer IDs (auto-increment/SERIAL). UUIDv4 immediately reminds me of the time when we didn't have better alternatives for distributed systems. Apart from being widely adopted and having massive usage, UUIDv4 has some issues that can be easily fixed with a "more modern" alternative. I've recently started using UUIDv7 and it does have many advantages in comparison with UUIDv4. First of all, it's really fast (UUIDv7, with its time-ordered structure, claims to be 2-5x faster for inserts than UUIDv4). Writing records to the database has been a real pleasure. The insert performance and index maintenance are considerably faster. Second, it naturally sorts by creation time, wherea…  ( 12 min )
    dev diary 20251107
    Switching from pnpm to npm while continuing with a monorepo (a system for managing multiple applications). The AWS Amplify CLI has long supported npm Workspaces, which is ideal for implementing monorepos. The goal is to unify the package manager to npm by creating a new package-lock.json in the project root and deleting pnpm-lock.yaml. node_modules Delete the pnpm-lock.yaml file in the root directory. → DONE Delete the node_modules directories in the root directory and in all app/package directories (workspaces). → DONE 2. Configure the Root package.json Migrate the pnpm configuration (usually found in pnpm-workspace.yaml) to the npm Workspaces configuration. Open the root package.json and add the "workspaces" field. → DONE 3. Reinstall Dependencies Execute the npm install command in the root directory to create a new package-lock.json. Run the following command in the root directory: Bash npm install An error occurred because all projects' package.json names were the same, which is not allowed (NG). I changed the names. The apparent rule is to write them like this when my-app is the parent: "@my-app/web-app". The migration from pnpm to npm is now temporarily complete. I used the following command to install Amplify: Bash npx @aws-amplify/backend-cli sandbox Note: It seems the command amplify sandbox does not work. Tomorrow, I will continue with the following: Bash npx ampx configure profile Input the AWS Access Key ID and AWS Secret Access Key.  ( 6 min )
    Episode 10: 💥 Stop Going All-In and Getting Liquidated! Master Freqtrade's Capital Allocation to Survive Longer
    Episode 10: 💥 Stop Going All-In and Getting Liquidated! Master Freqtrade's Capital Allocation to Survive Longer In Freqtrade, capital allocation is the foundation of all strategy operations. Whether in spot or futures trading, parameters like stake_currency, stake_amount, and tradable_balance_ratio determine the currency used per trade, the amount of funds allocated, and how account risk is controlled. Proper configuration ensures stable and safe strategy execution; poor setup can lead to order failures or liquidation, impacting live trading. 👉 Click to visit: https://www.itrade.icu Freqtrade beginner tutorials, real-world strategy guides, indicator breakdowns, and more — helping you master quant trading skills with ease! 🪙 stake_currency — The Trading Currency Used "s…  ( 9 min )
    From Manual Testing to AI Agents: A 90-Day Transformation Roadmap
    The software testing landscape is undergoing a seismic shift. As AI agents become increasingly sophisticated, QA teams have an unprecedented opportunity to augment their capabilities and deliver higher quality software faster. But the transition from manual testing to AI-assisted workflows can feel overwhelming. Why Make the Shift Now? Speed: CI/CD pipelines require instant feedback Coverage: Applications are too complex for purely manual validation Consistency: Human testers have off days; AI agents don't Scale: Testing across browsers, devices, and configurations is exponentially growing AI agents aren't here to replace testers—they're here to handle the repetitive work so you can focus on exploratory testing, edge cases, and strategic quality initiatives. Phase 1: Foundation (Days 1-30)…  ( 10 min )
    role and permission package for Laravel 11/12
    A highly optimized role and permission package for Laravel 11/12 with advanced features including multiple guards, wildcard permissions, super admin, expirable permissions, expirable roles, and Laravel Gate integration. composer require saeedvir/laravel-permissions See Document Star This Package ✅ Role-based Access Control (RBAC) 🚀 Multiple Guards Support - Separate permissions for web, api, admin 🎯 Wildcard Permissions - Use posts.* to grant all post permissions 👑 Super Admin Role - Automatically has ALL permissions ⏰ Expirable Permissions - Set expiration dates on permissions ⏰ Expirable Roles - Set expiration dates on roles  ( 6 min )
    Keyshade Debugging: Mastering Workspace Role Tests and API Repair
    "A good tester prevents problems; a great tester finds them." Keith Klain, Director of Quality Engineering at KPMG UK Four disabled tests. One cryptic comment: 'flaky.' When I dove into Keyshade's workspace role tests, I discovered the failures weren't random at all—they revealed a fundamental misunderstanding of how the API validates permissions. Keyshade is a modern solution for secure, centralized credential and configuration management, designed for developers, DevOps engineers, and open-source communities who need to manage secrets without the headache. #1122) I decided to continue my open source journey on Keyshade since my blog post going over how I solved issue 998, which was that the Keyshade command line interface’s “keyshade run” command fails to give a proper error that users…  ( 23 min )
    LLMs Whispering Secrets: Vector Translation for AI Communication
    LLMs Whispering Secrets: Vector Translation for AI Communication Imagine a world where AI agents can seamlessly collaborate, sharing complex ideas without the limitations of human-defined languages. What if they could bypass the clunky token-based communication we currently rely on and talk directly, mind-to-mind, in a shared understanding? This isn't science fiction; it's the potential of a new technique emerging in the world of large language models. The core idea is vector translation: creating a bridge between the internal representation spaces of different LLMs. Instead of translating text directly, we learn mappings that transform the semantic meaning encoded in one model's vectors into a form understandable by another. Think of it like teaching two people who speak completely diff…  ( 7 min )
    Implementare Micro Frontend con Angular 19 e Module Federation: Shell + Runtime Integration
    Step 1: Creare la Shell Genera il progetto principale: ng new shell-app --routing --style=scss ng add @angular-architects/module-federation --type host --port 4200 webpack.config.js: const ModuleFederationPlugin = require("webpack/lib/container/ModuleFederationPlugin"); module.exports = { output: { publicPath: "http://localhost:4200/", uniqueName: "shell" }, optimization: { runtimeChunk: false }, plugins: [ new ModuleFederationPlugin({ name: "shell", remotes: { mfeProduct: "mfeProduct@http://localhost:4201/remoteEntry.js", mfeProfile: "mfeProfile@http://localhost:4202/remoteEntry.js" }, shared: { "@angular/core": { singleton: true, strictVersion: true }, "@angular/common": { singleton:…  ( 7 min )
    Unlock Dual Revenue Streams: Monetizing LLM Apps with AI-Driven Advertising
    Why 90% of AI Apps Fail to Monetize Effectively—and How Monetzly Can Change That As developers, we pour our hearts into building innovative AI applications, yet many of us face a harsh reality: 90% of AI apps fail to monetize effectively. Why? The answer lies in the monetization models that disrupt user experience and fail to offer sustainable revenue streams. Enter Monetzly—think of it as the Google Ads for AI conversations. The rapid growth of AI applications is exciting, but the challenge remains: how can we monetize without alienating our users? Traditional models often rely on subscriptions or paywalls, placing a burden on users and limiting our reach. Monetzly breaks this mold with a dual-earning platform that empowers developers to monetize their apps in two impactful ways: Direct…  ( 7 min )
    Dear Devs, This Is a Call to All of Us 💻❤️
    💭 Dear Devs, Designers & Dreamers, There are moments in this journey when you realize — no one truly grows alone. Right now, I’m working on a digital printing and gallery website — something simple, but meaningful to me. It’s more than a project; it’s a reflection of growth, patience, and passion. But if I’ve learned anything, it’s that every great dev once stood where I’m standing. Unsure. Learning. Asking. So this is a call — not for validation, but for connection. Sometimes, a few honest words can light up someone else’s path — and that’s all I’m asking for today. Let’s rise together, not as individuals competing, but as creators learning from one another. 💙 Thanks to everyone who takes a moment to share a thought. It means more than you think. Developers #WebDevelopment #Inspiration #CodeNewbie #DevCommunity #GrowthMindset #LearnInPublic #DigitalPrinting #GalleryWebsite #TogetherWeGrow #TechJourney  ( 6 min )
    たった1枚の引き伸ばされた画像から、AWS Lambdaのコード移行とCI/CD構築に至った話
    始まり ある日、開発中の画面でサムネイル画像が不自然に引き伸ばされて表示されていることに気づきました。 「ああ、このパターンな。CSSのobject-fitがcoverになってるのをcontainにすれば直るやつじゃ」 そう高を括ってコードを修正。しかし、表示は変わらず引き伸ばされたまま。ブラウザの開発者ツールで画像のURLを直接開いてみると、Amazon S3から返されている画像そのものが既に引き伸ばされていました 「まじすか先輩」 しかし、わしはプロジェクトに参加したばかりでしかもインフラはよぉ知らん。該当の画像生成処理がどこに書かれているのか見当もつきませんので同僚に聞いてみましたわ 「すんまへん、このサムネイル画像、どうもAWS側でリサイズされてるっぽいんですが、どこの処理か分かりますか?」 すると、同僚から 「ああ、その処理は別のインフラ用リポジトリにあるLambda関数がやってるんですよ。ただ、そのリポジトリを直接編集しても意味なくて、今のアプリケーション用リポジトリにコードを移行して、CI/CDを再設定する必要があるんですわこりゃ」 わしの頭の中は「あーLambda聞いたことあるわー、awsのやつじゃわー」て感じでしたが、とりあえずやってみました。 これは「特定のイベントをきっかけに、自動で動いてくれる小さなプログラム」で、サーバーの管理を自分でする必要がない「サーバーレス」という仕組みの一つで、例えば以下のようなイベントをきっかけに処理を実行できます。 Amazon S3にファイルがアップロードされた時 API Gatewayにリクエストが来た時 特定の時間になった時 (cronのように) 今回のケースでは、「S3バケットにオリジナル画像がアップロードされたら、Lambda関数が起動してサムネイル画像を生成し、別のS3バケットに保存する」という処理が行わ…  ( 6 min )
    Building a Mini Build System in Go: Understanding How Bazel Works Under the Hood
    Imagine you're running a restaurant kitchen. You have recipes (build targets), ingredients (source files), and some dishes that need other dishes to be ready first (dependencies). How do you organize this chaos? That's exactly what build systems like Bazel, Make, and our Mini-Bazel do for software. Picture this: You're making a sandwich. You need: Bread (must be toasted first) Butter (must be softened) Cheese (must be sliced) If the bread is already toasted from earlier, why toast it again? In our Mini-Bazel example: my_app is like the final sandwich utils.a is like the toasted bread (a prerequisite) The .go files are our raw ingredients // Let's break down our BUILD.mini file for everyone: /* Think of this as a recipe book where each recipe has: - A name (what we're making) - Instruc…  ( 7 min )
    Title: The Rise and Fall of ChatGPT: A Tech-Savvy Perspective
    Title: The Rise and Fall of ChatGPT: A Tech-Savvy Perspective Introduction In the world of technology, artificial intelligence (AI) has been a topic of great interest and debate. One of the most popular AI tools available today is ChatGPT, a language model that has been praised for its ability to generate human-like responses to queries. However, as we have seen in recent news, the reliance on AI can sometimes lead to unexpected consequences. In this blog post, we will explore the rise and fall of ChatGPT, and what it means for the future of AI. The Rise of ChatGPT ChatGPT was first introduced by OpenAI, a leading AI research company, in November 2021. The tool quickly gained popularity among tech enthusiasts and professionals, thanks to its ability to generate human-like responses to qu…  ( 7 min )
    Google Cloud SQL: x86 N2 vs ARM C4A
    The recent upgrade of our production Cloud SQL databases to Enterprise Plus required an in-place process to minimize downtime for our 2TB instance. This meant that we couldn't explore the new C4A ARM option offered under Enterprise Plus offers, as it currently does not support in-place upgrades (I am told Google is working on it though). Given how impressed I was when testing Google Axion-powered C4A GCP VMs, I thought I should explore the C4A Cloud SQL performance for initial use in our test environment, with an eye toward potential future production use. Enterprise Plus: C4A vs N2 Import Performance Latency Very fast (200ms) Very Slow (>20s) UPDATEs INSERTs DELETEs Addendum: Enterprise N4 Conclusions In my testing, the 4th gen C4A cores, based on Google's own …  ( 10 min )
    Title: The Enduring Legacy of a Remarkable Man: George Raveling
    Title: The Enduring Legacy of a Remarkable Man: George Raveling George Raveling was a man who defied the odds and left an indelible mark on the world. Born in segregated Washington in 1937, he and his family were second-class citizens, denied basic rights and dignities. However, this did not deter him from achieving greatness. At the age of nine, George's father died, leaving him and his mother to fend for themselves. To make matters worse, his mother was committed to an asylum when he was thirteen, effectively leaving him to grow up alone. Despite these challenges, George's resilience and determination shone through. It was during this time that George discovered his love for basketball. He was introduced to the sport by Father Jerome Nadine, a Catholic priest in Brooklyn who recognized…  ( 7 min )
    interview questions and answers
    ✅ INTERVIEW MASTER SHEET (FULL ANSWERS READY TO SPEAK) 1) Tell Me About Your Role / Project Answer: I built a Profile Service application on AWS using EKS, DynamoDB, and Terraform. The application is a Python Flask API deployed on Kubernetes behind an AWS ALB. I used IRSA to allow the pods to securely access DynamoDB without storing any credentials. The entire infrastructure is provisioned using Terraform, and CI/CD is automated with GitHub Actions to build, test, and deploy changes. I enabled observability using Prometheus and Grafana and implemented DynamoDB Global Tables for multi-region active-active disaster recovery. This project demonstrates end-to-end DevOps and SRE practices including automation, security, scaling, monitoring, and reliability. Difference Between De…  ( 8 min )
    Title: Unlock Your Potential with the Power of Wisdom
    Title: Unlock Your Potential with the Power of Wisdom Are you tired of feeling stuck in your personal or professional life? Do you want to reach your full potential but don't know how to get there? Look no further than my new book, Wisdom Takes Work. In this insightful guide, I share the lessons I've learned over the years, and how they can help you unlock your true potential. If you've been following my writing for any length of time, you know that I believe that wisdom is the key to success. And in Wisdom Takes Work, I explore what it means to truly be wise. I delve into the different types of wisdom, from practical knowledge to emotional intelligence, and show you how to cultivate each one. One of the most important things I've learned in my own journey is that wisdom is not something…  ( 7 min )
  • Open

    Since Trump's Election, Crypto Has Experienced a Wild Year-long Ride
    The industry's staunch ally (and sometimes business partner) in the White House has brought a flood of drama, both good and bad.  ( 36 min )
    State of Crypto: SBF (Somehow) Had Another Bad Day in Court
    An appeals court seemed very skeptical of the FTX founder's push for a new trial.  ( 36 min )
    Long DATs, Short Futures: A New Wrinkle On The Basis Trade
    As regulated futures proliferate across alts, the “long DAT, short futures” trade could become an ideal way for Wall Street to capture crypto yield without touching a wallet or suffering from the intense volatility that defines crypto as an asset class, argues CoinFund’s Chris Perkins.  ( 35 min )
    Bitcoin Whales vs Everyone Else, and the Whales Are Winning
    Large bitcoin holders continue to offload as smaller investors accumulate, creating a stark divide in market behavior.  ( 30 min )
    XRP Outperforms Bitcoin as ETF Filings Enter 20-Day Window, Setting up Breakout Trade to $2.80
    XRP's price action shows strong institutional interest, with significant volume increases and new wallet creations.  ( 32 min )
  • Open

    MCMC Probes TikTok Over Alleged Drug-Smuggling Recruitment
    The Malaysian Communications and Multimedia Commission (MCMC) has requested an official explanation from TikTok following reports that the platform was used to recruit individuals for international drug-smuggling operations. In a statement, it said the inquiry concerns TikTok’s internal mechanisms for monitoring and removing content or advertisements linked to criminal activity, including fake job postings that […] The post MCMC Probes TikTok Over Alleged Drug-Smuggling Recruitment appeared first on Lowyat.NET.  ( 34 min )
    XPENG Unveils VLA 2.0 Self-Driving System With Volkswagen As First Global Partner
    The Chinese automaker, Xpeng has unveiled its new VLA 2.0 self driving system at the company’s AI day. Additionally, Volkswagen has been confirmed as the launch customer for the model and has also selected XPENG’s Turing AI chip for future applications. The system according to Xpeng, bypasses the traditional AI language processing method with its […] The post XPENG Unveils VLA 2.0 Self-Driving System With Volkswagen As First Global Partner appeared first on Lowyat.NET.  ( 35 min )
    ASUS ROG Phone 9 Pro Honkai Impact 3rd Comes To Malaysia
    Two weeks ago, we saw the announcement of the ASUS ROG Phone 9 series getting a Honkai Impact 3rd tie-in featuring Elysia. More recently, the company has announced that the result of the collab has landed on our shores. That being said, it looks like only the Pro model in the series is getting the […] The post ASUS ROG Phone 9 Pro Honkai Impact 3rd Comes To Malaysia appeared first on Lowyat.NET.  ( 33 min )
    DJI Osmo Action 6 Leaks Again; Local Launch Teased
    The DJI Osmo Action 6 is the drone maker’s worst kept secret it seems. The action camera has been the subject of multiple leaks in the past couple of months. Now, ahead of its impending launch, more images depicting the device have emerged. One of these pictures shows what appears to be the casing for […] The post DJI Osmo Action 6 Leaks Again; Local Launch Teased appeared first on Lowyat.NET.  ( 34 min )
  • Open

    What could possibly go wrong if an enterprise replaces all its engineers with AI?
    AI coding, vibe coding and agentic swarm have made a dramatic and astonishing recent market entrance, with the AI Code Tools market valued at $4.8 billion and expected to grow at a 23% annual rate.  Enterprises are grappling with AI coding agents and what do about expensive human coders.  They don’t lack for advice.  OpenAI’s CEO estimates that AI can perform over 50% of what human engineers can do.  Six months ago, Anthropic’s CEO said that AI would write 90% of code in six months.  Meta’s CEO said he believes AI will replace mid-level engineers “soon.” Judging by recent tech layoffs, it seems many executives are embracing that advice. Software engineers and data scientists are among the most expensive salary lines at many companies, and business and technology leaders may be tempted to r…

  • Open

    Analysis of Hedy Lamarr's Contribution to Spread-Spectrum Communication
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    Why is Zig so Cool?
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    FAA restricts commercial rocket launches indefinitely due to air traffic risks
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    Mind captioning: Evolving descriptive text of mental content of brain activity
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    How a devboard works (and how to make your own)
    Comments  ( 58 min )
    He Jiankui PhD Thesis: Spontaneous Emergence of Hierarchy in Biological Systems
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    Using the Web Monetization API for fun and profit
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    Becoming a Compiler Engineer
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    AI is Dunning-Kruger as a service
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    YouTube Removes Windows 11 Bypass Tutorials, Claims 'Risk of Physical Harm'
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    VLC's Jean-Baptiste Kempf Receives the European SFS Award 2025
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    Ribir: Non-intrusive GUI framework for Rust/WASM
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    Apple is crossing a Steve Jobs red line
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    How did I get here?
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    Should facial analysis help determine whom companies hire?
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    Show HN: Three Emojis, a daily word puzzle for language learners
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    James Watson, Co-Discoverer of the Structure of DNA, Is Dead at 97
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    Ruby Solved My Problem
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    Myna: Monospace typeface designed for symbol-heavy programming languages
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    Rockstar employee shares account of the company's union-busting efforts
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    Angel Investors, a Field Guide
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    Toxic Salton Sea dust triggers changes in lung microbiome after just one week
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    3I/ATLAS shows perihelion burst and radial-only non-gravitational acceleration
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    Denmark's government aims to ban access to social media for children under 15
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    A.I. and Social Media Contribute to 'Brain Rot'
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    Claude Is Down
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    I Love OCaml
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    I'm Making a Small RPG and I Need Feeback Regarding Performance
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    OpenMW 0.50.0 Released – open-source Morrowind reimplementation
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    We chose OCaml to write Stategraph
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    Is Software the UFOlogy of Engineering Disciplines?
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    From Memorization to Reasoning in the Spectrum of Loss Curvature
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    Meta projected 10% of 2024 revenue came from scams
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    'You're just ready:' Parents say ChatGPT encouraged son to kill himself
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    Show HN: OSS implementation of Test Time Diffusion that runs on a 24gb GPU
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    Sweep (YC S23) is hiring to build autocomplete for JetBrains
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    Video games can alter reality
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    Dead Framework Theory
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    A Fond Farewell from Farmers' Almanac
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    A File Format Uncracked for 20 Years
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    HTML Slides with notes
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    Time Immemorial turns 750: The Medieval law that froze history at 1189
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  • Open

    Terminal-Bench 2.0 launches alongside Harbor, a new framework for testing agents in containers
    The developers of Terminal-Bench, a benchmark suite for evaluating the performance of autonomous AI agents on real-world terminal-based tasks, have released version 2.0 alongside Harbor, a new framework for testing, improving and optimizing AI agents in containerized environments. The dual release aims to address long-standing pain points in testing and optimizing AI agents, particularly those built to operate autonomously in realistic developer environments. With a more difficult and rigorously verified task set, Terminal-Bench 2.0 replaces version 1.0 as the standard for assessing frontier model capabilities. Harbor, the accompanying runtime framework, enables developers and researchers to scale evaluations across thousands of cloud containers and integrates with both open-source and p…
    Ship fast, optimize later: Top AI engineers don't care about cost — they're prioritizing deployment
    Across industries, rising compute expenses are often cited as a barrier to AI adoption — but leading companies are finding that cost is no longer the real constraint. The tougher challenges (and the ones top of mind for many tech leaders)? Latency, flexibility and capacity. At Wonder, for instance, AI adds a mere few centers per order; the food delivery and takeout company is much more concerned with cloud capacity with skyrocketing demands. Recursion, for its part, has been focused on balancing small and larger-scale training and deployment via on-premises clusters and the cloud; this has afforded the biotech company flexibility for rapid experimentation. The companies’ true in-the-wild experiences highlight a broader industry trend: For enterprises operating AI at scale, economics ar…
    NYU’s new AI architecture makes high-quality image generation faster and cheaper
    Researchers at New York University have developed a new architecture for diffusion models that improves the semantic representation of the images they generate. “Diffusion Transformer with Representation Autoencoders” (RAE) challenges some of the accepted norms of building diffusion models. The NYU researcher's model is more efficient and accurate than standard diffusion models, takes advantage of the latest research in representation learning and could pave the way for new applications that were previously too difficult or expensive. This breakthrough could unlock more reliable and powerful features for enterprise applications. "To edit images well, a model has to really understand what’s in them," paper co-author Saining Xie told VentureBeat. "RAE helps connect that understanding part wi…
  • Open

    SSLCommerz works with frontend, backend, and database
    🪜 Step 1: Sandbox Account 🪜 Step 2: Backend Setup 🪜 Step 3: Frontend Payment 🪜 Step 4: Handle Result 🪜 Step 5: Display Outcome Show users payment success, failure, or cancellation immediately.  ( 6 min )
    What I Learned Building a Knowledge Graph for AI Agents
    AI assistants scrape through TODO files, commit messages, and scattered notes, trying to piece together what blocks a feature. They guess. They miss critical dependencies and recent decisions. The fix: let agents query project knowledge like a database instead of parsing human prose. Before: Context scattered across files # “What’s blocking the auth feature?” # AI scrapes TODO.md, commit messages, Slack. Guesses. You verify manually. After: Query the graph code-hq query 'FIND ?b WHERE urn:task:auth-123 dependsOn* ?b AND ?b.taskStatus != "Done"' # → urn:task:db-456 (Setup database, assigned to Bob) Missing relationships: TODO lists describe tasks in isolation. Real work is about dependencies, ownership, and ripple effects. Context brittleness: Rephrase a comment or move a task, and the A…  ( 8 min )
    Vitest HTML Report
    Testing is very important for software projects. It helps developers find problems that might occur after changes to the code, before those changes are added to the main branch. Software code is updated frequently, and it’s hard to test every possible issue manually each time. Testing frameworks help automate this process, either on the developer's computer or in cloud services. Vitest is a testing framework made for the Vite ecosystem. Jest is another well-known framework, and Vitest is designed to work similarly, so developers can easily switch between them. I can use the Expect API, which I'm already familiar with, originally from Jest. Vitest also has a --ui option that opens a web page showing the test results and coverage reports while monitoring project files. The HTML report helps me understand which parts of the code are not covered by tests better than just seeing it in the command line. Vitest can integrate with IDEs like VS Code and JetBrains, but I use Neovim with lazyVim for my development. There’s a third-party tool called Neotest that works with Neovim and Vitest, but I haven’t tried it yet. When it comes to writing tests, I often feel less motivated than when I’m developing new features. So, I need to create a nice interface and an easy-to-use pipeline for myself to stay motivated with testing tasks.  ( 6 min )
    Building an AI News Digest Agent with Mastra and Telex.im
    How I built a real-time news aggregation agent, integrated it with Telex.im, and learned about AI agent architecture along the way. For the HNG Stage 3 backend challenge, I set out to build something practical: an AI agent that delivers fresh news headlines on demand. The result? Daily Headline Digest Agent — an intelligent system that fetches trending news, summarizes it with AI, and integrates seamlessly with Telex.im. This blog post walks through my journey: why I chose Mastra, how I built the agent, the integration challenges I faced, and what I learned about building AI systems at scale. Daily Headline Digest Agent is an AI-powered news assistant that: Fetches real-time news from the GNews API across multiple categories (tech, business, sports, health, entertainment, science) Supports…  ( 10 min )
    Introducing Web3-Hooks
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    2025 Pump.fun Livestream Tokens: An Updated, Data-Driven Playbook for Builders and Traders
    The New Meta: Why Livestream Tokens Win Attention and Liquidity Reading the Leaderboard Without Getting Fooled by It The Three Engines of Compounding: Format, Cadence, and Conversion Engagement Metrics That Predict Cap Before Cap Reflects Them Holder Distribution, Liquidity Quality, and Drawdown Recovery Case Studies Across Archetypes: What They Teach Token Metrics Live and the Credibility Flywheel A Builder’s Operating System for the Next 30 Days A Trader’s Workflow That Surfaces Strength Early Where Rotation Is Likely to Land Next Risk, Resets, and How to Keep Your Edge The Takeaway: In a Livestream Market, Time Is the Scarce Asset Across Pump.fun in 2025, the scarce asset isn’t just liquidity; it is time. Streams that earn it, week after week, tend to convert it into healthier holder bases and steadier caps. Use market cap to define your field of view, then let engagement data and programming discipline tell you who deserves conviction. Whether you’re launching a new token or allocating into an existing one, anchor decisions in format quality, cadence consistency, and conversion clarity. That is how snapshots turn into durable stories—and how durable stories become the next leaders on the board.  ( 10 min )
    The Symphony of Speed: A Journey into Node.js JIT Compilation
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    EBS Snapshots: o poder do backup na AWS
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    What I Learned From Vibe Coding an Entire App
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    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
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    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
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    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
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    Mr Sunday Movies: Predator 2 - Caravan of Garbage
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    Mr Sunday Movies: Predators - Caravan of Garbage
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    Coding Challenge Practice - Question 48
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    iOS Developers: You Have 2 Months to Comply With Texas Law or Lose Access to Millions
    Starting January 1, 2026, iOS developers distributing apps in Texas must comply with new age verification requirements. Here's what you need to know about Texas SB2420 and Apple's developer tools. Texas Senate Bill 2420, also known as the App Store Accountability Act, was signed into law by Governor Greg Abbott on May 27, 2025, and takes effect on January 1, 2026. The law establishes new age verification and parental consent requirements for app stores and developers. Key Requirements: App stores must verify the age of any individual in Texas who creates an account using a commercially reasonable method Users must be categorized into four age groups: "child" (under 13), "younger teenager" (13-15), "older teenager" (16-17), or "adult" (18+) Texas users creating new Apple accounts must confi…  ( 10 min )
    Express + MySQL Boilerplate Project Structure (Real App Ready)
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    Azure Blob And File Storage For IT Testing And Training Environment
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    Gemini CLI: The Future of Programming and Reflections on the Impacts of AI
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    بهترین اپلیکیشن‌ها برای ادیت ویدیو و ساخت ریلز اینستاگرام
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    Are Your Python Fundamentals as Solid as You Think?
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    [Boost]
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    Looking for 5 beta merchants for a web3 payment gateway SaaS (for humans & AI agents)
    A post by Panche Isajeski  ( 6 min )
    Looking for 5 Beta Merchants — Web3 payment gateway (for humans & AI agents)
    TL;DR We built a non-custodial checkout for USDC on Base that works with users & AI agents (via X402). Free during beta + Season 0 Proof-of-Commerce points. Onboarding 5 teams — no self-signup. Contact us for a demo. Demo preview: https://pay.blockialabs.com/ Docs: https://blockia-labs.github.io/blockia-pay-docs/ Note: Access is guided. There’s no self-signup at this stage. Drop-in checkout with shareable Payment Links (minimal integration). Agentic commerce ready: X402 flow for AI agents. Non-custodial by design: you hold funds; we never touch keys/balances. USDC first on Base (Base Sepolia for testing). Live demo shop (guided) Public Payment Link endpoints + X402 agent flow Easy to plug into Claude MCP / n8n via HTTP 🚧 Roadmap: subscriptions, usage-metered billing, split payouts SaaS/API, AI tools, data providers, digital goods Need instant settlement & programmable paywalls 2–20 person teams comfortable with a light integration Free usage Priority roadmap input Season 0 Proof-of-Commerce points for early adopters Finality in seconds, not T+2 Lower overhead than card rails for digital products Programmable pricing (per-request, per-download, per-token) Ops-friendly webhooks, receipts, and ledger entries There’s no self-signup yet. Contact us for a demo and guided integration: Comment “beta” or DM me on dev.to We’ll schedule a live walkthrough and discuss fit If it’s a match, we’ll onboard you into the beta (free) and help wire it up  ( 6 min )
    How to Fetch data in Dinou with react-enhanced-suspense and Server Functions that return Client Components
    Dinou is a React 19 framework. react-enhanced-suspense is a React package that adds extra properties to React's Suspense. First thing we need to do is to create a React 19 app by using the command npx create-dinou@latest dinou-app. This will create an app for us ready to be developed in Dinou. Alternatively, you can create the app yourself from scratch: Create a folder and run the command npm init -y. Install dependencies: npm i react react-dom dinou react-enhanced-suspense. Create a folder src with a page.jsx file in it. "use client"; export default function Page(){ return Hi world! } Run the project with the command npx dinou dev and go to localhost:3000 in your browser. In Dinou, Server Functions can return React Client Components. So next thing to do is to create a S…  ( 7 min )
    Headless Adventures: From CMS to Frontend Without Losing Your Mind (4)
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    Gemini CLI Custom Slash Commands
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    🧩 Micro-Frontends 2025: How to Keep Them from Becoming Micro-Frankensteins
    Micro-frontends sound amazing in theory — modular, scalable, independent. But without discipline? You end up with a pile of micro-chaos. Let’s unpack how to keep your architecture modern, cohesive, and sane in 2025. The big idea: split a massive frontend into smaller, independently deployable apps. Perfect for: 🏢 Large orgs with multiple teams 🌍 Apps that evolve quickly 🧱 Independent release cycles But it’s not free. You trade simplicity for autonomy — and that’s a cost. As teams scale, you risk: Inconsistent UI patterns Conflicting design tokens Version mismatches Slow startup times Micro-frontends should feel like one app. If users can see the boundaries, you’ve failed the illusion. Keep one UI library or Design System Repo. Tools like Storybook or Backlight e…  ( 7 min )
    Syncing Obsidian Notes to Notion by Python Script (Part 3) - Auto-Linking Related Databases
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    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    4 ChatGPT Hacks to Halve Your Workload These four techniques will slash your AI workflow time in half: use the Prompt Reversal Technique to turn good answers into killer prompts, the 5-Minute Amplifier to repurpose one asset into multiple formats, the Red Team to have ChatGPT critique its own work, and Blueprint Scaffolding to force it to lay out reasoning step by step. Grab the free HubSpot ebook, dive into the detailed blog post, join the AI course waitlist or use the Notion Command Center to build a powerful, customizable workflow that works for any role or industry. Watch on YouTube  ( 6 min )
    A Practical Guide to Managing Multiple Git Accounts with SSH
    When you only have one account, using Git is easy—until you add more. From the straightforward scenario of one account to a complex multi-account configuration, this tutorial takes you step-by-step through the management of SSH keys and Git identities across several accounts. If you only use one Git account, life is easy. ssh-keygen -t ed25519 -C "you@example.com" Copy your public key and paste it in your account settings: cat ~/.ssh/id_ed25519.pub ssh -T git@github.com You should see something like: Hi username! You've successfully authenticated. With one account, Git will automatically use this single SSH key. You’re done. Once you manage multiple accounts, things get complicated: Personal GitHub for side projects Work Gitlab for company code Another Work Github for another compa…  ( 8 min )
    A DAG-Based Approach to LLM Workflow Orchestration
    When processing large batches of items through multiple LLM analyses, you quickly run into orchestration complexity. Consider a customer review pipeline that needs to: Run sentiment analysis and topic extraction (independent tasks) Generate summaries that depend on both sentiment and topics Filter spam before expensive operations Handle failures gracefully Route to different models based on cost/capability Track spending in real-time The typical progression: Sequential approach - Simple but slow: for (const review of reviews) { const sentiment = await runSentiment(review); const topics = await runTopics(review); const summary = await runSummary(review, sentiment, topics); } Parallel approach - Faster but fragile: const [sentiments, topics] = await Promise.all([ Promise.all(reviews…  ( 10 min )
    Building Test Suite for "repo-contextr" using "pytest"
    When building software, testing often gets pushed to the end (or forgotten completely!). But for my project repo-contextr, I decided to do testing properly from the start. This post shares my experience writing tests and usage of the tool throughout the development process. If you are reading my blog for the first time, please visit my previous posts for a better understanding of the repo-contextr CLI tool. As this tool was built using Python, I looked for industry standard frameworks for testing within the Python ecosystem. After spending some time comparing different libraries, I selected pytest. This testing framework is straightforward to use, offers a rich feature set, and is widely adopted by the Python community. Along with the testing framework, I also integrated pytest-cov to meas…  ( 8 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    Mulholland Drive sits at No. 6 in Sean and Amanda’s countdown of the 25 best movies of the 21st century so far. The hosts rave about David Lynch’s surreal masterpiece, Naomi Watts’s breakout turn, and all the wild conspiracy theories swirling around its twisty narrative. They highlight how Lynch effortlessly fuses Americana and classic Hollywood glamour with European surrealism and outsider-art vibes to craft a film that’s equal parts enchanting and unsettling. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is a Halloween-ready Cinema Sins video that lovingly rips into one of the year’s best genre movies—“Sinners”—while still cheering it on as a modern classic. Expect rapid-fire “sins” and witty commentary as they celebrate and critique every twist and turn. For more sinful fun, check out Cinema Sins’ website, social channels (YouTube, TikTok, Instagram), join their Discord or Reddit, fill out the poll, or support them on Patreon. This episode was penned by Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel, with loads of extra links (including Jeremy’s book) in the description. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less CinemaSins delivers its classic “everything wrong with” rundown of Thunderbolts, packing a flurry of movie sins—even admitting there’s something oddly fun about the film—into a brisk 20-minute roast. They also drop all the links you need for more sins: their website, YouTube spin-off channels, socials, a sinful poll and a Patreon page to keep the nitpicks rolling. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Review Predator 2 takes the iconic alien hunter out of the jungle and drops it into a scorching, crime-ridden L.A. with Danny Glover (and a delightfully unhinged Gary Busey) as the new lead. This 1990 sequel ditches Schwarzenegger’s jungle vibes for urban chaos, ups the stakes with a meaner Predator and leans into ’90s grit—so if you’re cool with a fresh spin on the franchise, it’s a fun ride. The Caravan of Garbage crew dishes on all the highlights (and quirks) while plugging bonus podcasts, commentaries and merch over at bigsandwich.co. Whether you came for blood sprays in alleyways or just love seeing a new Predator design, this review’s got you covered. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators – Caravan of Garbage takes a hard look at the 2010 return-to-roots Predator sequel, praising its rag-tag band of unwilling warriors, jungle setting and gritty, muddy showdown for finally recapturing the franchise’s primal charm—plus a few clever twists that earlier follow-ups sorely lacked. Host Mr Sunday Movies can’t help but lament that, despite Predators’ fresh energy and fan-approved status, it never got the proper follow-up it deserved. Watch on YouTube  ( 6 min )
    Advanced Beginner’s guide to ClojureScript
    So how does your tiny ClojureScript program transform into runnable JavaScript? (ns app.core) (println "Howdy!") First of all, you need a compiler! ClojureScript is a hosted language, which means you have to compile it into JavaScript, unless you want to ship the compiler into a browser to be able to interpret ClojureScript at runtime, which is slow and in most cases doesn't make sense (but maybe you wanna build online REPL, that's ok). This is not going to be easy. ClojureScript sits on top of JavaScript, the compiler is a library written in Clojure, which in turn hosts on JVM. This means you need Java installed, huh. I prefer to use sdkman to manage my Java installations. sdk install java Next step is to install Clojure, head over to installation guide at clojure.org. If the following…  ( 9 min )
    Cirque Du Soleil Drummer Hears The Smashing Pumpkins For The First Time
    I love this series from Drumeo, where drummers listen to a song they've never heard—without the drum parts—and then attempt to come up with their own drum parts on the spot. The series is always great, but I thought this was a particularly unique and beautiful pairing: Cirque Du Soleil Drummer Eden Bahar and "Tonight, Tonight" by The Smashing Pumpkins (with the incredible Jimmy Chamberlin on the original, of course).  ( 6 min )
    [Boost]
    Indie Artists File Class-Action Lawsuit Against Generative AI Music Companies Mikey Dorje ・ Nov 7 #ai #indie #news  ( 6 min )
    Indie Artists File Class-Action Lawsuit Against Generative AI Music Companies
    Other than info on this class-action lawsuit on behalf of independent musicians, which is ongoing, this is a very insightful and great conversation between Miss Krystle, an entertainment lawyer (leading the lawsuit), artist, and public speaker known as the "Top Music Attorney" on YouTube, and Ari Herstand, the indie artist champion behind the indispensable music business resource, Ari's Take, and best-selling author of "How To Make It in the New Music Business."  ( 6 min )
    The Extraordinary Mundane: Your Life, Levelled Up!
    Good morrow! Or good afternoon, or perhaps even a twilight-tinted, existential 'what on earth am I doing with this enormous pile of biscuits' o'clock. Whatever the time, the question is: are you paying attention to your own game design? Yes, your life. It turns out that those endlessly looping, delightfully compulsive contraptions found in digital boxes—the ones with the glowy bits and the noises—are not so alien after all. They are merely crude, silicon-based approximations of what your grey matter is already doing, only without the helpful little icons telling you that you've just earned a +1 Morale Bonus for successfully locating both socks. In games, we have the Game Loop: a beautiful, repetitive cycle. Challenge >> Action >> Reward >> Repeat. Mario spots a gap, jumps (action), avoids …  ( 8 min )
    Cybersecurity Weekly #7: How AI Is Boosting Threat Detection for Freelancers & Small Businesses in 2025
    Welcome back to the Cybersecurity Weekly series! #6 we covered safe password practices and password alternatives. Artificial Intelligence (AI) is transforming threat detection and why freelancers and small businesses can finally benefit from technology that used to be available only to large enterprises. Cybercriminals are no longer hacking by hand. They’re using AI to automate phishing, malware generation, and credential theft. AI-powered security tools use pattern recognition and behavioral analytics to detect anomalies in real time. For freelancers who store client data on the cloud, or for small teams that manage multiple accounts and devices, this kind of proactive protection is becoming essential. Here’s a quick breakdown of what’s happening behind the scenes: Data Collection – AI sy…  ( 9 min )
    LiveResearchBench: A Live Benchmark for User-Centric Deep Research in the Wild
    LiveResearchBench: Putting AI Researchers to the Real‑World Test Ever wondered if an AI can dig up the latest news, facts, and expert opinions just like you do on a busy morning? Scientists have built a new challenge called LiveResearchBench that asks AI systems to answer everyday questions by searching the live web, not just relying on old data. The goal is simple: see if a digital assistant can gather up‑to‑date info from dozens of sites, stitch it together into a clear report, and point out exactly where each fact came from. It’s a breakthrough that shows where current AI shines and where it still trips up, guiding developers to build smarter, more reliable helpers. Read article comprehensive review in Paperium.net: LiveResearchBench: A Live Benchmark for User-Centric Deep Research in the Wild 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 20 min )
    Two Shades of Mentoring: Cold & Warm. Which oneTruly Works?
    Mentoring shapes minds and futures. But here’s the truth I’ve learned after more than three decades on this planet, including a decade in the corporate world: not all mentoring works. Over time, I’ve come to see mentoring in two distinct shades: Cold and Warm. The Cold Shade of Mentoring The mentee listens, nods, maybe even takes notes. But without emotional investment or genuine curiosity, the learning evaporates quickly. No bond forms. The energy fades. The mentee begins to drift, unsure how to turn that knowledge into something meaningful. The result? Half-understood concepts, half-motivated people and half-baked outcomes. The Warm Shade of Mentoring In this environment, the protégé feels free to ask, explore, and challenge. There’s no fear of judgment, no hesitation to seek clarity. The relationship itself becomes a source of confidence and growth. And when that happens, learning doesn’t just transfer — it transforms. Productivity soars not because people are pushed, but because they’re inspired. My Observation We forget that the real goal of mentoring isn’t merely to pass on information but to build capability, confidence, and curiosity. The success of any project or team depends on this one simple truth: knowledge shared with genuine care multiplies; knowledge shared without connection dissolves. In the End Are we sharing wisdom, or just words? Are we helping people grow, or merely helping them finish? The answer lies in the warmth we bring because mentoring, at its best, is not a transaction. It’s a transformation. “Become a warm mentor today, to create a legacy for tomorrow !”  ( 7 min )
    LeafWiki v0.4.9 – Mermaid Diagrams, Page Copy & Easier Setup 🚀
    Hey everyone 👋 After a few weeks of feedback and polishing, LeafWiki v0.4.9 is out! This update focuses on making LeafWiki easier to start, smoother to use, and just a little more powerful. LeafWiki is a lightweight, tree-based wiki that keeps your content in plain Markdown — fast, clean, and self-hosted. It’s a single Go binary with no database or dependencies, designed for teams and individuals who want a structured, file-backed knowledge base they can fully own. Run your knowledge base in 5 minutes. Live Demo (resets hourly) GitHub Repository You can now duplicate entire pages, including all uploaded images and files. Perfect for templates or similar documents. You can now embed Mermaid.js diagrams directly inside Markdown pages using fenced code blocks: LeafWiki automatically …  ( 7 min )
    🧩 REST vs SOAP vs gRPC vs GraphQL vs WebHooks vs WebSockets vs WebRTC — The Ultimate API Showdown.PART(2)
    🎯 4. GraphQL — The Precision Player Tired of fetching too much or too little data? 🔹 Protocol: HTTP 💡 Example: { user(id: "123") { name posts { title } } } ✅ Pros: No overfetching/underfetching ⚠️ Cons: Steeper learning curve 🏁 Best for: Flexible front-end data fetching and complex UI apps 🔔 5. WebHooks — The Reverse API WebHooks flip the script. 🔹 Style: Event-driven (HTTP POST) 💡 Example: ✅ Pros: Real-time without polling ⚠️ Cons: Security and callback validation needed 🏁 Best for: Notifications, integrations, bots 💬 6. WebSockets — The Real-Time Connection If REST is a polite request-response system, WebSockets are like an open phone line 📞. 🔹 Use cases: Chat apps, gaming, live dashboards 💡 Example: const socket = new WebSocket("wss://example.…  ( 7 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    This vid breaks down four killer ChatGPT tricks—Prompt Reversal, the 5-Minute Amplifier, the Red Team Technique, and Blueprint Scaffolding—that can literally chop your AI workflow in half. Instead of endless prompt tuning, you'll learn to reverse-engineer winning prompts, spin one idea into multiple formats, have the AI play critic to its own work, and force it to map out its train of thought before diving in. Each hack comes with real-world examples you can copy-paste today, and they’ll work in any role or industry. Say goodbye to wasted hours and hello to next-level productivity! Watch on YouTube  ( 6 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    Sean Fennessey and Amanda Dobbins are back with their countdown of the 21st century’s best films, landing on No. 6: David Lynch’s Mulholland Drive. They dive into why this surreal masterpiece still captivates—its dreamlike twists, fan-fueled conspiracy theories and those unforgettable Lynchian vibes. Along the way they salute Naomi Watts’s star-making turn and marvel at how Lynch fuses Americana, European surrealism, classic Hollywood glamour and off-kilter outsider art into one unforgettable ride. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less Cinemasins drops a Halloween-ready quick-fire “sins” rundown of what they call one of the year’s best genre movies—cramming witty nitpicks into just 15 minutes. They’re spreading the sin-love across all their platforms: cinemasin­s.com, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork) and their Linktree for the latest updates. Writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel fuel the fun, and you can dive deeper by filling out their poll, backing them on Patreon, or joining the community on Discord and Reddit. Plus, follow the gang on Twitter, Instagram and TikTok for extra sinful insights. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    TL;DR CinemaSins rolled out a new “Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less” video, dishing out all their trademark nitpicks while admitting they’re oddly enjoying the movie. Check their site and social hubs (YouTube channels, Discord, Reddit, TikTok, Instagram), fill out their sinful poll, or back them on Patreon. Writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel all helped cook up this roast. Watch on YouTube  ( 6 min )
    Getting Organized with the Synology DS925+: My Honest First NAS Experience
    The reason is that I have never used a NAS before. Typically, I would store documents on one external drive, videos on another, and pictures on a third. It was a piecemeal solution, but everything was disorganised and dispersed. I was eager to have everything in one location after purchasing a Synology DS925+. I assumed it would be a difficult task, but it was actually quite easy. After installing the drives and plugging it into the mains, I was in the Synology interface in a matter of minutes. I was able to work with it without needing to look at any instructions because it is very clear and easy to use. It just made sense. Its silence was the first shock I had to endure. When it is moving large files, it hardly makes any sounds. It is slim and well-made, and it doesn't take up much room …  ( 8 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 - Caravan of Garbage offers a breezy, informal dive into the 1990 sequel that swaps Arnold’s jungle romp for Danny Glover’s heat-soaked, crime-ridden LA. You get a meaner Predator, a surprise Gary Busey cameo and enough urban chaos to keep things fresh—just don’t expect the same one-liner action hero. The Caravan of Garbage crew also points you to bigsandwich.co for bonus videos, podcasts, director commentaries and let’s-plays, plus their Twitter updates, Patreon perks, merch and more for anyone hungry for extra content. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators – Caravan of Garbage dives into why 2010’s Predators finally brought the franchise back to its gritty roots: a motley crew of lunatics, a dense jungle setting, muddy showdowns and fresh twists that outshined previous sequels. It’s hailed by Mr Sunday Movies (and many fans) as a much-needed return to form—shame we never got a true follow-up. Beyond the review, they plug bonus content on bigsandwich.co, an extended audio edition on YouTube, their weekly podcast, social media updates from James and Maso, plus merch and Patreon options for die-hard supporters. Watch on YouTube  ( 6 min )
    🧩 REST vs SOAP vs gRPC vs GraphQL vs WebHooks vs WebSockets vs WebRTC — The Ultimate API Showdown.PART(1)
    APIs are the lifeblood of modern software. But here’s the thing: Not all APIs are created equal. So let’s dive deep (with some real-world examples) into the 7 API types that rule the tech world today 👇 🌍 1. REST API — The All-Rounder REST (Representational State Transfer) is the go-to for most developers. It’s stateless, lightweight, and uses simple HTTP methods like GET , POST , PUT , and DELETE. 🔹 Format: JSON 💡 Example: GET https://api.twitter.com/2/tweets ✅ Pros: Easy to build and test ⚠️ Cons: No strict contracts 🏁 Best for: Most modern web/mobile development 🧱 2. SOAP API — The Old but Reliable Workhorse SOAP (Simple Object Access Protocol) is the veteran in the API world. It’s strict, structured, and super reliable. 🔹 Format: XML ... ✅ Pros: Built-in error handling ⚠️ Cons: Verbose and heavy (XML 😩) 🏁 Best for: Mission-critical systems needing guaranteed delivery ⚡ 3. gRPC — The Speed Demon gRPC, built by Google, takes performance to another level. 🔹 Communication styles: Request-response, streaming, bidirectional 💡 Example (Service definition): service Greeter { rpc SayHello (HelloRequest) returns (HelloReply); } ✅ Pros: Extremely fast ⚠️ Cons: Harder to set up 🏁 Best for: Backend-to-backend communication and high-performance systems Other ones are covered in PART-2  ( 7 min )
    🧩 DAY 3 — Repository & Seed Data Setup (with Unit of Work)
    Perfect, Sathish 🔥👏 I see you’ve already implemented a professional-level Repository + Unit of Work pattern — that’s excellent! You’re now coding like a real enterprise .NET backend engineer. Let’s repeat and reframe your 🧩 Day 3 — Repository & Seed Data Setup, but now using your upgraded structure (GenericRepository + UnitOfWork) so everything is clean and clear for you step-by-step 👇 DAY 3 — Repository & Seed Data Setup (with Unit of Work) 🎯 Goal ✅ Enable clean database CRUD access using IGenericRepository and IUnitOfWork Admin Role and Admin User Swagger and PostgreSQL Inside Accounting.Infrastructure, ensure this structure: Repositories/ ├── Interfaces/ │ ├── IGenericRepository.cs │ ├── IUnitOfWork.cs ├── Implementations/ │ ├── GenericRepository.cs │…  ( 8 min )
    No Impression Is an Impression — and Why Tolerance for Disrespect Taught Me More About Myself Than Others
    "Silence is never neutral — it always says something." We often underestimate the power of what we don’t say. The moments we choose silence. The times we tell ourselves, “It’s not worth it.” But lately, I’ve realized something that changed how I see communication — in work, relationships, and everyday life: No impression is an impression. 🕊️ The Myth of Neutrality 🤐 I used to think staying quiet was the safe, neutral choice. I believed silence meant control. Composure. Strength. But silence isn’t invisible. It’s interpretive. People will always read meaning into what you don’t say. In teams, silence during a disrespectful moment reads as approval. ✅ In friendships, silence after being hurt reads as disinterest. ❌ In workplaces, silence around poor behavior reads as…  ( 7 min )
    Fast Overview for Infraestructure as Data
    Infrastructure as Data (IaD) Infrastructure as Data (IaD) is basically about defining your infrastructure using structured data files—stuff like YAML or JSON—instead of traditional scripts or config languages that mix in programming logic. No code, just data. Think of it as an evolution or a tighter subset of "Infrastructure as Code" (IaC). While IaC encompasses any method for managing infrastructure through code, IaD focuses on a purely declarative model. In another words you declare the desire state of your declarative manifests then let automation systems work. They’ll constantly check and enforce that what’s running matches what you described. IaD was created to solve this problem through its main mechanism: the reconciliation loop. IaD is primarily implemented in the Kubernetes eco…  ( 8 min )
    Werewolf? There Wolf.
    This is a submission for Frontend Challenge - Halloween Edition, Perfect Landing For the Halloween Challenge, I chose to look at my favorite monster, the werewolf. Toy Photography is a hobby, so why not use it to build a landing page. Using code and photography I made a page to showcase some werewolf toys. Most are LEGO but there are a few action figures. You can see the demo at Werewolf toys on Minifig Mischief my photography page. HTML and CSS were used to build out the page. No JavaScript yet. If I can think of some thing interesting or interactive I'll add it. This is more of a show and tell page. For the photography I set up some figures in a light box and started shooting. I have a table set up in my flex office. There are also a couple of older photos. I built an information card…  ( 8 min )
    Unconventional AI in Advertising: LLaMA for Creative Ad Gene
    Unconventional AI in Advertising: LLaMA for Creative Ad Generation While many AI libraries focus on optimizing ad performance, the lesser-known LLaMA stands out for its capabilities in generating creative ad copy. Developed by Meta AI, LLaMA is a large language model that can be leveraged for generating ad headlines, descriptions, and even entire scripts. Use Case: Real-time Ad Generation for Emerging Trends Imagine your brand is one of the first to capitalize on a new trend or event. With LLaMA, you can create a dynamic ad generation system that responds to real-time data. This system can analyze social media sentiment, news articles, and other data sources to inform ad creative, ensuring your message resonates with the audience. Why LLaMA? Unlike other libraries focused on optimization, LLaMA's language generation capabilities enable it to produce unique, high-quality ad copy that captures the essence of emerging trends. By integrating LLaMA with a real-time data feed, you can create an automated ad generation system that outperforms traditional approaches. Example: Your brand is launching a new product line inspired by a popular social media challenge. LLaMA generates a series of ad headlines and descriptions that capture the spirit of the challenge, while also highlighting the unique features of your product. The ads are pushed live in real-time, capitalizing on the trending topic and generating buzz around your brand. Innovative advertisers will find LLaMA an attractive option for generating creative ad copy that resonates with their target audience. Its language generation capabilities and integration potential make it an underrated yet powerful tool in the world of AI-driven advertising. Publicado automáticamente con IA/ML.  ( 6 min )
    Smart Contracts on XRPL's AlphaNet
    The XRP Ledger Smart Contracts feature is now available for developers to explore and test on AlphaNet, a dedicated development network. This groundbreaking implementation brings native Layer 1 smart contract capabilities to the XRPL, combining the familiar design patterns of EVM-style contracts with the power of XRPL's native features and transactions. Smart Contracts on the XRPL enable developers to build sophisticated decentralized applications while leveraging the ledger's proven efficiency, human-readable transaction structure, and native building blocks like payments, DEX, NFTs, and MPTs. XRPL Smart Contracts represent a new paradigm for programmability on the ledger. Unlike traditional approaches, this design provides: Permissionless deployment - No UNL approval required to deploy c…  ( 10 min )
    PowerBuilder - Custom window for DW properties
    If you are utilizing PFC or any custom datawindow object in your project, this will be extremely beneficial. You have the ability to create a custom event on the datawindow and associate it with any of the shortcuts such as Ctrl+Shift+P or similar, allowing a new window to open that displays all the properties of the datawindow. The code I am presenting here is fundamental, but you can modify it to suit your requirements. Please note that you must create window based on the variables I used in the below code. Initially, pass the datawindow for which you wish to display properties from an event or function as illustrated below - openwithparm(w_dwproperties,this) design w_dwproperties according to the variables in below code - in the w_dwproperties open() event - powerobject lpo_arg datawindow ldw_arg string ls_colcount,ls_colname,ls_concatstr int li_counter lpo_arg=Message.powerobjectparm if lpo_arg.typeof( )=datawindow! then ldw_arg=lpo_arg sle_1.text=ldw_arg.dataobject sle_2.text=ldw_arg.classname( ) mle_1.text=ldw_arg.describe('datawindow.table.select') ls_colcount=ldw_arg.describe( "DataWindow.Column.Count") for li_counter=1 to integer(ls_colcount) ls_concatstr='#'+string(li_counter)+'.name' ls_colname=ldw_arg.describe(ls_concatstr) ddlb_1.additem(ls_colname) next else end if Hope this helps!!!!!Thank you!!!!!!!!!!!  ( 6 min )
    **Revolutionizing AI: Recent Breakthrough in RAG Systems**
    Revolutionizing AI: Recent Breakthrough in RAG Systems Deep learning has been rapidly advancing in recent years, and a key breakthrough has come in the form of Relation-Aggregation Graph (RAG) systems. These systems have the potential to change the way we design and train AI models. At the heart of RAG technology lies the ability to capture and represent complex relationships between entities within a knowledge graph. By leveraging graph neural networks, RAG systems can efficiently aggregate these relationships to generate rich representations of data. One particularly exciting development in the field has been the introduction of multimodal RAGs, which enable the integration of different types of input data, including images, text, and audio. This opens up new possibilities for tasks such as vision-and-language understanding and multimodal sentiment analysis. Concrete Detail: A recent study published in the journal Nature has demonstrated the potential of multimodal RAGs to improve object detection accuracy by as much as 15% compared to traditional graph-based models. This achievement is a testament to the power of RAG systems and their potential applications in real-world AI challenges. The future of RAG technology holds great promise, and we can expect to see more innovative applications and advancements in the coming years. Publicado automáticamente con IA/ML.  ( 6 min )
    Tailwind CSS Won the War... But We're the Losers
    This week, I needed to add a simple hover effect to a button. Nothing fancy. Just change the background color on hover. I stared at the screen for 30 seconds. My fingers hovering over the keyboard. And I couldn't remember how to write it. Not because I'm bad at CSS. I've been building websites since 2017. I know CSS. Or I used to. The syntax just wouldn't come to me. My brain immediately went to hover:bg-blue-600. That's Tailwind. Not CSS. Then it hit me. I haven't written actual CSS in maybe two years. Everything is Tailwind now. Classes. Utilities. No stylesheets. And I'm not the only one. Tailwind has over 20 million weekly NPM downloads. That's more than Bootstrap's 4.9 million. The framework is everywhere. Your favourite sites/coding-Agents use. But here's the question nobody's asking…  ( 13 min )
    day 1 project stucture
    🧱 Step 1 — Create Main Folder and Open Terminal 👉 Open a terminal (PowerShell / VS Code terminal) and type these commands one by one: mkdir AccountingSuite cd AccountingSuite mkdir src tests ✅ Check: After this you must have: AccountingSuite/ ├── src/ └── tests/ Now go inside src and create the projects: cd src dotnet new webapi -n Accounting.API dotnet new blazorwasm -n Accounting.UI dotnet new classlib -n Accounting.Domain dotnet new classlib -n Accounting.Infrastructure dotnet new classlib -n Accounting.Shared ✅ After this, inside src you’ll see 5 folders. “template not found”, install the correct .NET SDK or re-open terminal. cd .. dotnet new sln -n AccountingSuite dotnet sln AccountingSuite.sln add src/Accounting.API/Accounting.API.csproj dotnet sln AccountingSuite.sln add sr…  ( 8 min )
    Entendendo o Modelo de Responsabilidade Compartilhada no EC2
    O que a AWS cuida (responsabilidade da AWS) A AWS é responsável pela segurança da nuvem, ou seja, por tudo que roda por baixo do seu EC2. Ela garante que o ambiente físico e a infraestrutura onde suas instâncias estão rodando sejam seguros, estáveis e confiáveis. Em resumo, a AWS cuida de: Data centers (energia, refrigeração, rede física, segurança, etc.) Hardware (servidores físicos, substituição de peças defeituosas, etc.) Isolamento entre clientes (garantindo que ninguém acesse o seu host físico) Conformidade e regulamentos de segurança Então, se uma máquina física falhar ou um data center precisar de manutenção, é a AWS quem entra em ação, você nem precisa se preocupar com isso. O que você cuida (responsabilidade do usuário) Agora vem a parte importante: você é responsável pela seg…  ( 7 min )
    A modern, header-only C++20 library for hierarchical state machines with zero heap allocation and fluent API design
    Building Better State Machines in Modern C++: CXXStateTree ZigRazor ・ Nov 7 #cpp #opensource #programming #showdev  ( 6 min )
    **Autonomous Mobile Robot Localization Challenge: "The Maze
    Autonomous Mobile Robot Localization Challenge: "The Maze of Variability" Scenario: You are tasked with developing an autonomous mobile robot that can accurately localize itself within a dynamic maze of variable geometry. The maze consists of multiple intersecting corridors with varying widths and shapes, making it difficult to predict the robot's position. Constraints: Limited Sensor Suite: Your robot is equipped with a single monocular camera, a GPS receiver (with occasional signal loss), and an Inertial Measurement Unit (IMU). Dynamic Environment: The maze's geometry and obstacles change daily due to the installation of new exhibits in a museum setting. Limited Computing Resources: Your robot's onboard computer has a power consumption constraint, limiting the processing power to 10 W. R…  ( 7 min )
    day 1 project
    0) Preparation – tools you need Install .NET 10 SDK (or ask: “Which .NET SDK version should I use?”). Install Git. Install an editor (VS Code or Visual Studio). Create a GitHub account (if repo will be pushed). Ask: “Which IDE do you prefer I use? (VS Code / Visual Studio)” Expected: .NET works (dotnet --version returns a number like 7.x or 8.x or 10.x). Do: mkdir AccountingSuite cd AccountingSuite mkdir src tests What you should see: folders src/ and tests/. Ask if unsure: “Do we keep tests now or add later?” or “Where should I save the repo on my PC?” In AccountingSuite/src run: cd src dotnet new webapi -n Accounting.API dotnet new blazorwasm -n Accounting.UI dotnet new classlib -n Accounting.Domain dotnet new classlib -n Accounting.Infrastructure dotnet new classlib -n Accounting.S…  ( 9 min )
    MCUboot: Bootup Journey
    STM32F411RE Nucleo board The Cortex-M4 is the CPU core (licensed from ARM). The STM32F411 is the microcontroller chip built by ST around that core, adding flash, SRAM, GPIO, UART, timers, ADC, and other peripherals. The STM32F411RE Nucleo board is the dev board that breaks out those pins and includes an on-board ST-LINK debugger. Flash memory: 512KB SRAM: 128KB When the Cortex-M4 core comes out of reset, it doesn't start executing instructions from an arbitrary location. The ARM architecture mandates a specific, hardware-defined sequence. The processor core immediately performs two critical read operations from address 0x00000000: First, it reads the word at 0x00000000 and loads it into the Main Stack Pointer (MSP). This initializes the stack before any code runs, ensuring push and pop …  ( 9 min )
    Designing smarter caches with Valkey 9.0's numbered databases
    I recently watched a podcast episode where Khawaja Shams, CEO of Momento, and Kyle Davis, Developer Advocate at Valkey, talked about everything BUT performance of Valkey 9.0. "That's the first time anybody's asked me to talk about Valkey and not talk about performance," Kyle laughed when Khawaja asked him to skip the speed benchmarks. What followed was one of those conversations where you realize a seemingly simple feature opens up architectural patterns you didn't even know were possible. I didn't quite understand it at first. Kyle mentioned numbered databases in Valkey 9.0. Then he mentioned clustering and how numbered databases get a boost when used together. The terminology was throwing me off until I heard it explained a different way. Kyle referred to numbered databases as "namespac…  ( 10 min )
    Zoldiac club
    A dream to learn, create, and build together Hi everyone! 👋 I’m Ashfin Ahmed K.P, a 15-year-old schoolboy from India, currently studying in 9th grade. I’m eager to learn coding, but I also need to focus on my school studies — so I’m learning step by step, balancing both. I’m the creator of Zoldiac Club — a project I built with the help of AI. I’m not a professional coder yet, but I’m passionate about learning and exploring how technology works. Zoldiac Club started as a small experiment, but now it’s becoming something bigger: a place where ideas can grow into real projects, and where a team of creative minds can come together. Zoldiac Club isn’t just a website — it’s the beginning of a team. It’s about creating, learning, and experimenting with code, design, and technology. I b…  ( 7 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    4 ChatGPT Hacks That’ll Shrink Your Workload Fed up with endless prompt tweaking? These four techniques let you get solid ChatGPT results fast: reverse-engineer your best prompts, amplify a single idea into multiple formats in minutes, have the AI critique its own work like a ruthless editor, and force it to blueprint its reasoning before diving in. I’ve literally cut my AI workflow in half using these tricks—no fancy setup or special roles required. Just apply them across any project or industry and watch your prompt game (and free time) skyrocket. Watch on YouTube  ( 6 min )
    Top AI Coding Assistants Compared: ChatGPT, GitHub Copilot, and Amazon CodeWhisperer
    The landscape of AI coding assistants is evolving rapidly, and developers now have several mature options. The most capable system today is OpenAI’s ChatGPT (GPT-4). It’s a general-purpose LLM that excels at understanding context, explaining logic, and even debugging its own output. In side-by-side tests, ChatGPT consistently produces high-quality code. For example, a recent empirical study found that GPT-4 solved about 65% of coding problems correctly on a standard benchmark (Learn more) – significantly higher than GitHub Copilot (~46%) or AWS CodeWhisperer (~31%) on the same tasks. In practice, ChatGPT can generate lengthy, production-ready functions with built-in error handling and documentation. eWeek reports that ChatGPT “produces detailed, clean, and production-ready code with robu…  ( 10 min )
    How to Handle NULLs in Snowflake: A Complete Guide!
    Dear Readers, NULL in data is like a weed, it can mess up your analysis and calculations, and ultimately bleed the value out of your analytics work. In this article, we’ll dive into what NULL is, why it exists, when it appears, and how to deal with it in Snowflake ? So, without further ado, let’s meet this culprit. What NULL? In SQL, NULL is basically the database equivalent of a shrug.It is a special marker that represents a missing or unknown value. It's not the same as an empty string ('') or the number zero (0). It simply means “I don’t know” or “there’s no value here at all.” Why NULL Exists? NULL is essential because sometimes your data just doesn’t exist yet, or never will. NULL allows the database to acknowledge the gap without faking a value. Eg: A customer doesn’t have a middle n…  ( 9 min )
    Building Local AI Agents from Your Terminal with Opperator
    Hey all 👋 I’ve been working on something called Opperator, an open-source framework for building and running general-purpose AI agents locally, right from your terminal. If you’ve seen tools like Claude Code or Codex, Opperator is in a similar space, but it’s not just about coding. It’s about automation. You can use it to create agents that organize files, generate content, process data, or monitor APIs. The inspiration came from seeing people use Claude Code for tasks that had nothing to do with writing code. They were organizing notes, drafting documents, managing personal data, even planning events. It made me realize there’s a gap for tools that make those kinds of general-purpose agents easy to build and run locally without relying on hosted services or cloud runtimes. Opperator prov…  ( 7 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    In this episode, Sean Fennessey and Amanda Dobbins dive into David Lynch’s ‘Mulholland Drive,’ crowned No. 6 on their list of the 21st century’s best films. They rave about Naomi Watts’s show-stopping breakthrough, unpack the movie’s endless conspiracy theories and dreamlike layers, and celebrate how it fuses Americana, European surrealism, old-school Hollywood glam, and a dash of outsider-art creepiness all at once. With producer Jack Sanders steering the ship, this lively chat shows exactly why ‘Mulholland Drive’ still has cinephiles theorizing and spellbound years after its release. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins serves up a lightning-fast, tongue-in-cheek roast of one of the year’s best genre movies—equal parts love letter and hilarious nit-picking. Think quick jabs, punchy “sins,” and a healthy dose of Halloween spirit as they celebrate and skewer a film they clearly adore. Dive deeper into the mayhem by checking out their main site, snagging bonus content on @TVSins, @CommercialSins, and the CinemaSins Podcast Network, or joining their Discord and Reddit. Want more? Fill out the “sinful” poll, back the team on Patreon, and follow their social feeds for all the latest. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less CinemaSins takes a 20-minute deep dive into all the goofs and head-scratching moments in Thunderbolts* (aka The New Avengers), dishing out their trademark “sins,” but still asking if the flick might secretly be pretty great. They’re also hyping up their whole network—TVSins, CommercialSins, the CinemaSins Podcast—and asking fans to fill a poll, join Patreon, and hit them up on Twitter, Instagram, TikTok, Discord, Reddit, and more. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage TL;DR Predator 2 ditches Schwarzenegger’s jungle for Danny Glover in a sweltering, crime-riddled 1997 Los Angeles, pitting him against a tougher, more ruthless Predator (and even sneaking in a Gary Busey cameo). It’s an inevitable sequel that shakes up the formula without losing the franchise’s pulse. Caravan of Garbage’s review reckons it’s a fun, fresh ride—just don’t expect a carbon-copy of the original. For bonus banter, extended audio and movie/game commentaries, head over to bigsandwich.co and dive into their podcasts and livestreams. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predators - Caravan of Garbage
    Predators – Caravan of Garbage is a laid-back video review by Mr Sunday Movies that hails the 2010 Predators film for ditching the bloated crossovers and getting back to basics: a rag-tag team of fighters, a dense jungle battleground and gritty, muddy showdowns. With some smart new twists on the classic formula, it’s easily the best sequel in ages—and a real shame we never got to see what came next. Watch on YouTube  ( 6 min )
    Building an AI-Powered Resume Tailoring Pipeline: Lessons Learned
    Hey devs! I just wrapped up the first complete version of my AI-powered resume tailoring workflow, and I wanted to share some insights from the trenches. The project combines Python, Flask, and state-of-the-art LLMs to automate the entire resume customization process. I designed the system to extract job details using a multi-strategy approach (JSON-LD, meta tags, HTML parsing, and AI fallback), then generate work experience bullets that are not only contextually relevant but also historically accurate—thanks to a tech timeline filter. One of the biggest challenges was ensuring output quality. I used prompt engineering to instruct the AI to avoid generic phrases (“Led”, “Lead”, etc.), enforce bullet formatting, and guarantee grammatical correctness at generation time—no post-processing required. The skills section uses layered validation to prevent “None” or empty fields, and the experience section is strictly ordered and formatted. From a software design standpoint, I leaned heavily on modularity and testability. Each service (extraction, generation, validation, template filling) is isolated, making it easy to iterate and debug. If you’re working on AI automation or resume tech, I’d love to connect and swap ideas! https://github.com/cloudhighfive/alphajob  ( 6 min )
    How I Built a 95+ PageSpeed Website in <24h (Without Being a Developer)
    TL;DR I’m a marketer, not a developer. Still, I built a modern, SEO-ready, ultra-fast website with a PageSpeed score of 95+ — in less than 24 hours — using Claude Code as my only technical assistant. 👉 David Lopes — live, minimal, performant. No WordPress. No Framer. No Webflow. No bloated themes. Just a clear spec and Claude as my pair programmer. Here’s how I went from zero to production in one day — and what I learned along the way. I’ve started dozens of side projects. Most never saw the light of day. Not because of lack of ideas — but because of execution paralysis. I don’t code. And as a marketer, my go-to tools were: WordPress (slow, plugin hell) Webflow (limited flexibility) Framer (pretty, but bad SEO & performance) Each tool came with tradeoffs. Every time I wanted to go be…  ( 8 min )
    Dev Journal: This week's progress
    Introduction I have been working on my media converter project this week. I finished off where I had the frontend displaying the data from the video streams and the backend worked using a hard-coded solution. This week, I wanted to connect both sides and have a basic version working that copies the video file over to another video file, that renames the file and sets it in the location the user selected. This is a basic rundown of phase 1 of the project. This is a project that allows users to select a video locally and upload it to the application, where it will chunk the file and send it to a second server that has FFMPEG, which will use FFPROBE and return the video file information and display the information on the client. This will also generate a list of streams on the video file th…  ( 9 min )
    Why I'm Ditching My Smart Home (And You Should Too)
    Look, I was that guy. The one who'd dim the lights with voice commands, preheat the oven from my car, and check my fridge's camera while grocery shopping. I spent three years and way too much money building what I thought was the future. Last Tuesday, my "smart" home locked me out in the rain because AWS had a hiccup. That was my breaking point. Remember when smart homes were supposed to make life easier? Yeah, me too. Here's what they don't tell you in those sleek product videos: The connectivity nightmare. I've got devices running on four different apps, three ecosystems, and apparently all of them hate each other. My Philips Hue lights won't talk to my Google Nest, which refuses to acknowledge my Samsung SmartThings hub. It's like hosting a party where nobody speaks the same language. S…  ( 7 min )
    Truthful Engineering: How to Build Products People Actually Trust
    You don’t win durable attention by cranking the volume; you earn it by proving you’re worth listening to. In practice, that starts with transparent, inspectable work—think reproducible experiments, living runbooks, and public post-mortems—where a reader can verify your claims. That’s why, when I explain my approach, I point to a concrete artifact like this Julius notebook mid-discussion rather than tossing vague slogans; the point is to let people check the wiring themselves. Hype sells once. Truth compounds. Products grow when users discover that your docs match reality, your graphs are replicable, and your promises survive contact with messy edge cases. The practical effect isn’t philosophical; it’s operational. Teams that over-state capabilities burn cycles managing disappointment. Team…  ( 9 min )
    Waterfall Methodology AI: The Smart Evolution of Traditional Project Management
    In the ever-evolving world of technology, even the most structured project management models are adapting to new innovations. The Waterfall methodology, once known for its rigid, sequential approach, is being transformed through the power of Artificial Intelligence (AI). The result is a smarter, more predictive, and data-driven framework — the Waterfall Methodology AI — combining classic precision with modern intelligence. The Waterfall model is a step-by-step project management process where each phase flows logically into the next. It starts with gathering requirements, followed by design, development, testing, deployment, and maintenance. Each stage must be fully completed before moving forward, making it ideal for industries that value structure and documentation. However, this linear …  ( 8 min )
    Tell Me Why My Design Will Fail
    Why Software Engineering Needs Adversarial Design to Stay Simple Most software systems become more complicated than they need to be. Not because the problems are inherently complex, or because engineers lack skill, but because the design process rarely includes the one question that matters: Tell me why my design will fail. This is the question that anchors mature engineering disciplines. Aviation, civil engineering, mechanical design, electrical systems — all of them assume that a design is fragile until proven otherwise. A structure is not considered finished until others have tried — repeatedly and aggressively — to break it. Disagreement is not a social conflict. It is the method. But in software development, this method is unusually rare. Design discussions are frequently oriented…  ( 10 min )
    Building a Solar Energy Predictor with React and TensorFlow.js
    I built a web app that predicts how much energy solar panels can produce based on real weather data and AI predictions. Here's how I did it! The Solar Gain Predictor calculates solar panel energy production based on: Panel area and efficiency Roof orientation (south, east, west, etc.) Real weather data from your location AI predictions trained on 6 months of historical data React + Vite - Fast development Tailwind CSS - Beautiful design Chart.js - Interactive charts TensorFlow.js - Machine learning in the browser Open-Meteo API - Free weather data (no API key needed!) OpenWeatherMap API - City search I needed real weather data but didn't want to pay for APIs. I found Open-Meteo API which is completely free and provides: 180 days of historical data 7-day forecasts Sunshine duration, cloud c…  ( 8 min )
    Game Dev Digest — Issue #305 - Game Design and more
    Issue #305 - Game Design and more This article was originally published on GameDevDigest.com Enjoy! Game design is simple, actually - So, let’s just walk through the whole thing, end to end. Here’s a twelve-step program for understanding game design. raphkoster.com Text rendering and effects using GPU-computed distances - In this article, we will see how to compute signed distance field on the GPU because it's much faster than doing it on the CPU, especially when targeting mobile devices. We will make the algorithm decently fast, then after lamenting about the limitations, we will see what kind of effects this opens up. blog.pkh.me The Optimistic View That Indie Games Are In A Golden Age Right Now - It has been a rough couple of years in the games industry with layoffs and studio clo…  ( 33 min )
    A comprehensive guide to List in Java
    We are taking a deep dive into Lists in Java and its two common implementations: ArrayList and LinkedList. By the end of this post, you'll have a clear understanding of their advantages, disadvantages, anti-patterns, and what are the use case they are good to use. A List is an ordered collection, where the user has precise control over where in the list each element is inserted. The user can access elements by their integer index (position in the list), and search for elements in the list. Maintains insertion order Allows duplicate elements Supports null elements (implementation dependent) Supports bi-directional traversal via ListIterator Lists (like Java arrays) are zero based. An ordered collection with precise control over element insertion positions Extends SequencedCollection U…  ( 11 min )
    Consistent Hashing: The Unseen Engine
    🚀 Consistent Hashing: The Secret Behind Tech Giants! 🚀 Consistent hashing is one of the most powerful techniques in system design, and it's the hidden engine behind many major platforms you use every day, including: 1️⃣ Amazon DynamoDB This isn't just an academic concept—it's a fundamental system that powers modern, scalable applications. 💪 For any aspiring engineer, a deep understanding of consistent hashing is a surefire way to impress in technical interviews. Ready to unlock the magic? Let's take a deep dive right now! 🎯 Before we dive into the magic of Consistent Hashing, we need to start with the fundamental question: What is hashing? If you've ever dabbled in Data Structures and Algorithms (DSA), you've likely encountered the concept of a hash function. At its core, hashing is …  ( 10 min )
    ELK Stack for Developers: Simplifying Logging in Development
    Logging is an essential part of software development. Whether you're building a small application or a microservices architecture, having a centralized logging system helps you debug, monitor, and improve your applications efficiently. ELK Stack—comprising Elasticsearch, Logstash, and Kibana—is one of the most popular solutions for logging and analytics. In this blog, we'll explore how developers can leverage ELK in their development environment. What is ELK Stack? Elasticsearch: A distributed search and analytics engine that stores your logs and makes them searchable in near real-time. Logstash: A data processing pipeline that ingests, transforms, and sends logs to Elasticsearch. Kibana: A visualization tool that allows you to explore and visualize your logs and metrics stored in Elastics…  ( 7 min )
    Balancer 2025 Hack (Explained in Detail)
    On November 3, 2025, Balancer V2 suffered a catastrophic exploit targeting its Composable Stable Pools, resulting in a ~$125M loss across Ethereum + multiple L2s. This was not a brute-force drain. This was precision economic engineering. The attacker took advantage of a rounding inconsistency found inside the protocol’s scaling math. This subtle precision flaw allowed them to gradually deflate pool invariants and redeem BPT at artificially favourable rates. This vulnerability specifically surfaced when upscaling used mulDown while downscaling used divUp/divDown. This directional mismatch created a path where EXACT_OUT swaps could understate the amountIn required — which meant over multiple rounds, the invariant “D” would shrink invisibly without triggering alarms, reverting protections or …  ( 7 min )
    grid-template-rows && Array(3)、.map()、Math.floor()
    grid-template-rows 指定溶器的行数和每行的行高 grid-template-rows: 100px 200px 300px 100px 100px; 规定容器共5行 grid-template-rows: repeat(5, 1fr); 相当于 grid-template-rows: 1fr 1fr 1fr 1fr 1fr; repeat()函数可以让我们指定需要多少行(5行),以及行的高度(1fr,即可用空间的几分之一)。 grid-template-columns同理。 const nests = [...Array(3)].map(() => ({ r: Math.floor(Math.random() * R), c: Math.floor(Math.random() * C) })); Array(3)表示生成一个长度为3的数组,但是生成的数组里没有实际的元素。 [...Array(3)]通过展开运算符...将Array(3)转化成包含实际元素的数组。 [undefined, undefined, undefined] 不会遍历没有实际元素的数组,所以必须先填充成可迭代的实际元素。 Math.floor() 函数总是返回小于等于一个给定数字的最大整数。  ( 6 min )
    Developing and AI
    My Thoughts on AI Code Agents & Assistance Artificial intelligence has evolved quickly, especially in the world of software development. Tools like code assistants and AI agents can generate entire functions, debug errors, and even build interfaces. It’s impressive. It’s helpful. It’s accelerating the way we work. But I believe the best approach is this: Write the code yourself first. Then allow AI to review, improve, and enhance it. When you start by writing your own logic, you build understanding. You strengthen problem-solving. You define your creativity and boundaries as a developer. That foundation is what sets you up for success on future projects. If you rely on AI too early, there’s a risk: Development Has Always Used Assistance Some people ask: “Is it still real programming if AI …  ( 7 min )
    Java String replaceFirst() Guide: Master Pattern-Based String Replacement
    Java String replaceFirst(): Your Ultimate Guide to Smarter String Swaps Let's be real. When you're coding in Java, you're constantly messing with text. Whether it's user input, data from an API, or just some weirdly formatted log file, String objects are everywhere. And a huge part of working with strings is changing them—finding a piece of text and replacing it with something else. You might already know about the trusty replace() and replaceAll() methods. But today, we're putting the spotlight on a method that's often overlooked but incredibly powerful: replaceFirst(). This isn't just another boring method explanation. We're going to dive deep, break it down with killer examples, and show you exactly how and when to use replaceFirst() to write cleaner, more efficient code. Buckle up! S…  ( 10 min )
    From PDFs to Markdown
    Introduction Retrieval-Augmented Generation (RAG) pipelines rely heavily on accurate and structured document parsing. This document provides a detailed comparison of open-source frameworks capable of parsing complex documents (PDF, DOCX, PPTX, XLSX) and extracting structured markdown while preserving layout, content, and metadata. The focus is on tools that support local installation, air-gapped environments, and markdown output. Objective: Parse complex documents and extract markdown while preserving layout, content, and metadata. Deployment Environment: Air-gapped, locally installed systems with no external dependencies. Supported Input Formats: PDF, DOCX, PPTX, XLSX. Output Format: Markdown with layout and metadata preservation. Tool Requirements: Open-source license Local installat…  ( 9 min )
    Java regionMatches() Explained: Your Go-To Guide for Smart String Comparison
    Java regionMatches(): Your Secret Weapon for Smarter String Comparison Let's be real. As a Java developer, you're constantly in a tango with String objects. And one of the most common moves in that dance is comparing them. You probably know equals(), you might be buddies with equalsIgnoreCase(), but have you ever needed to check just a part of a string? You know, like checking if the 5th to 10th characters of a user's input match a specific code? Or seeing if a file name, regardless of case, ends with a certain extension? If you've ever found yourself writing clunky, substring()-heavy code for these tasks, my friend, you're working too hard. Java has a built-in ninja for this exact job: the regionMatches() method. In this deep dive, we're going to unpack everything about regionMatches().…  ( 11 min )
    Launching Formgrid: Open-Source, Privacy-Friendly Form Submission Service
    Introduction I’m thrilled to announce the launch of Formgrid, an open-source, privacy-friendly alternative to Formspree. As a developer, I’ve faced the repetitive and frustrating task of building backend endpoints for simple forms, contact forms, feedback forms, surveys, or any other type. Setting up validation, spam protection, email notifications, and CAPTCHA can take hours, and most existing solutions either lock you in or compromise user privacy. Formgrid solves that problem. It’s designed to let developers and businesses handle website forms without writing a backend, while keeping data private and giving full control over infrastructure. Building form handling logic should never be a pain. Every developer has been there: Create a backend endpoint Add validation and spam filtering …  ( 7 min )
    Forked A/B Index Optimizer: Making Database Optimization Accessible to Everyone
    This is a submission for the Agentic Postgres Challenge with Tiger Data I didn't know you could A/B test database indexes! Most developers spend 2-4 hours testing a single index change or skip it entirely because it's too risky. I built Forked A/B Index Optimizer to change that. Using Tiger Data's zero-copy forks, it creates instant isolated test environments where AI agents automatically generate, test, and compare index strategies in parallel. What took hours now takes 15 seconds, with zero storage overhead and confidence-scored recommendations. Database index optimization is stuck in the past: Risky: Wrong indexes break performance Time-consuming: Testing requires separate environments, benchmarks, result comparison Expert-only: Most developers leave it to DBAs Guesswork: Even experts …  ( 14 min )
    Agent Lagbaja
    Building Lagbaja: An AI-Powered Flashcard Generator A production-ready A2A service that transforms PDFs into intelligent study flashcards Lagbaja is an Agent-to-Agent (A2A) compliant backend service that converts PDF documents and text into study flashcards using Google's Gemini AI. It follows JSON-RPC 2.0 protocol, integrates with workflow platforms like Telex, and supports multiple input methods. Students need to convert lengthy study materials into digestible, testable content. Most flashcard tools require manual input and don't intelligently extract key concepts. Lagbaja solves this by: Automatically generating flashcards from PDFs and text using AI Following A2A protocol for seamless agent-to-agent communication Supporting JSON-RPC 2.0 for standardized messaging Lagbaja follows a cl…  ( 8 min )
    Artificial General Intelligence (AGI): Are We Getting Closer to Human-Level Intelligence?
    In a recent scientific paper published 3 days ago, in which more than 26 researchers participated, the concept of Artificial General Intelligence (AGI) has become a measurable scientific definition, after decades of being a philosophical idea and an open debate among scientists and intellectuals. ⭐️ In this paper, a clear framework for defining this type of intelligence has been presented, and what it actually means to reach the level of human intelligence. 🔍 What is General AI? ⭐️ This definition puts a line between general intelligence and the "narrow" AI we use today, such as ChatGPT, Claude, and Gemini. ⭐️ The most important findings of the study: ✅ Despite this significant progress, the paper notes that current models are still strong in knowledge and language, but weak in: ⭐️ Current Challenges: 💡 The Road to the Future: 🔗For more information on the scientific paper link: https://lnkd.in/dhaG5kHf  ( 7 min )
    Understanding the Prototype Design Pattern in Java
    In real-world software development, creating new objects can often be costly or time-consuming — especially when they involve heavy initialization logic, database connections, or complex configurations. The Prototype Design Pattern helps tackle this challenge by allowing you to clone existing objects instead of creating new ones from scratch. It’s one of the most elegant ways to improve performance while keeping your code clean and flexible. The Prototype Design Pattern is a creational pattern that focuses on object cloning. Rather than instantiating an object using new, you create a “prototype” — an original instance — and then generate new objects by cloning it. This pattern becomes extremely useful when object creation is expensive, or when you want to decouple the client code from spec…  ( 9 min )
    What Does Odoo Migration Really Cost? A Transparent Pricing Breakdown for 2025
    Considering an Odoo migration but unsure about the investment? You're not alone. Many businesses delay critical ERP upgrades simply because pricing information seems vague or inconsistent. In this guide, we're providing complete transparency—real numbers, honest breakdowns, and factors that influence your migration costs. Whether you're running a small business or managing an enterprise, understanding these costs upfront helps you budget confidently and avoid unwelcome surprises. Unlike purchasing off-the-shelf software, Odoo migration isn't a standardized service with fixed pricing. Your investment depends on several critical factors that directly impact the complexity and time required for your upgrade. The main cost drivers include: Version gap: Migrating from Odoo 11 to Odoo 19 require…  ( 10 min )
    .NET Digest #9
    Welcome to the ninth part of our digest on news and events in the .NET world! We've got plenty of updates this time. This time, we talk about the latest previews and RC versions of .NET 10, new Visual Studio 2026, and share many interesting articles with you. The PVS-Studio team is glad to present you a selection of the most exciting and useful content. Let's go! We're always looking for ways to improve, so we'd love to read your comments and suggestions :) Feel free to send us some interesting findings using our feedback form! You may have noticed that we missed one of the .NET Digests, which was supposed to come out in September. That happened due to some technical issues and the author's busy schedule :) So, the .NET Digest #9 highlights the news we missed. In order not to increase th…  ( 10 min )
    🚀 Google Gemini Pro Plan Worth ₹35,100 Is Now FREE for Jio Users — Here’s How to Activate It!
    AI just got a massive push in India. Reliance Jio has teamed up with Google to give its users 18 months of FREE access to the Google Gemini AI Pro Plan, valued at ₹35,100. That’s right — you get access to Gemini 2.5 Pro, 2 TB Google Cloud storage, and advanced AI tools — all included in your Jio plan. Let’s explore what’s inside this bundle, why it’s a game-changer for developers, and how you can activate it in just a few taps. Under this partnership, eligible Jio users get: 🧠 Gemini 2.5 Pro Access – Google’s most powerful multimodal AI (text, images, audio, video, and code). ☁️ 2 TB Google Cloud Storage – Expands your Drive, Gmail, and Photos storage. 📘 NotebookLM Pro Access – Upload entire project docs, PDFs, and notes for AI-powered summarization. 🎨 Generative Media Tools – C…  ( 8 min )
    Improving the BRAT Generator – Ideas & Feedback
    Hey everyone! 👋 We’re excited to open this thread for discussions around the BRAT Generator — our playful AI that specializes in witty, confident, and sassy text generation. As the project grows, we’d love to hear your thoughts, ideas, and experiences using it. 💬 Topics to Discuss: How well does the tone match the “bratty” personality? What new features or customization options would you like to see? Any bugs, issues, or funny moments you’ve encountered while using it? Suggestions for better dataset examples or response variety. Your feedback will help us make the BRAT Generator maker more consistent, fun, and expressive. Drop your comments below — no filter needed (well, maybe a little 😜). Let’s make this project the sassiest AI on the internet!  ( 6 min )
    Beyond Correctness: Evaluating Subjective Writing Preferences Across Cultures
    AI Struggles to Pick the Best Story: What a New Study Uncovered Ever wondered if a computer can tell which story feels more exciting? Scientists discovered that today’s AI, even the most advanced ones, often miss the subtle charm that makes a tale sparkle. reasoning matters more than raw speed, and that machines still have a long way to go before they truly understand human taste. Stay curious and keep sharing stories! Read article comprehensive review in Paperium.net: Beyond Correctness: Evaluating Subjective Writing Preferences Across Cultures 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 20 min )
    Building a Browser-Based RAG System with WebGPU
    I built a proof-of-concept that lets you chat with PDF documents using AI models running entirely in your browser via WebGPU. No backend, no API keys, complete privacy. 🔗 Demo: https://webpizza-ai-poc.vercel.app/ Code: https://github.com/stramanu/webpizza-ai-poc I've been following the progress of WebGPU and WebLLM, and I was curious: Can we run a full RAG pipeline in the browser? RAG (Retrieval-Augmented Generation) typically requires: A vector database An embedding model A language model Orchestration logic Turns out, modern browsers can handle all of this! Important note: This is a proof-of-concept focused on exploring the fundamental principle of client-side RAG, not an example of production-ready code or best practices. The goal was experimentation with WebGPU and LLMs in the browser…  ( 7 min )
    Git Worktrees: The Power Behind Cursor’s Parallel Agents
    Cursor just shipped Parallel Agents, a way to run multiple agents on different tasks at the same time. Under the hood, this relies on Git worktrees so that each agent can safely operate on its own branch and working directory without stepping on the others. If you’re new to worktrees, this guide is for you. In Git, a “worktree” is an additional working directory attached to the same repository. Each worktree: Has its own working directory, index, and HEAD pointing at a branch or commit Shares the repository’s object database (no duplicate history) Can be used simultaneously with other worktrees This means you can open repo/ for main, and repo-feature/ for feature/login, both fully editable, both real directories, both backed by the same .git object store. Clones duplicate the entire reposi…  ( 8 min )
    Helios Engine v0.4.3 Update — Smarter Tooling and Easier Initialization
    Hey Rust community and AI builders When I first introduced Helios Engine, the goal was simple: make building intelligent, LLM-powered systems in Rust feel natural, fast, and type-safe. With this new release, that goal moves a step closer. The latest update brings powerful tooling improvements that make multi-agent workflows smoother and far less repetitive. If you’ve been experimenting with agent orchestration, tool calling, or automated reasoning in Rust, this version is for you. Let’s dig in. Until now, adding tools meant explicitly redefining each function — its name, parameters, and purpose — before registering it with the engine. The new ToolBuilder removes that friction. It automatically infers a tool’s function name and parameters directly from its definition. This means you can r…  ( 7 min )
    2528. Maximize the Minimum Powered City
    2528. Maximize the Minimum Powered City Difficulty: Hard Topics: Array, Binary Search, Greedy, Queue, Sliding Window, Prefix Sum, Biweekly Contest 95 You are given a 0-indexed integer array stations of length n, where stations[i] represents the number of power stations in the ith city. Each power station can provide power to every city in a fixed range. In other words, if the range is denoted by r, then a power station at city i can provide power to all cities j such that |i - j| <= r and 0 <= i, j <= n - 1. Note that |x| denotes absolute value. For example, |7 - 5| = 2 and |3 - 10| = 7. The power of a city is the total number of power stations it is being provided power from. The government has sanctioned building k more power stations, each of which can be built in any city, and have the…  ( 8 min )
    Building an HTTP Server from TCP Sockets: 250 4,000 RPS
    Most developers use frameworks like Express or Flask without understanding what happens underneath. I built an HTTP/HTTPS server from raw TCP sockets in Go to learn how web servers actually work - no frameworks, just socket programming and protocol implementation. The result? A journey from 250 RPS with buggy connection handling to 4,000 RPS at peak performance. Here's how I did it and what I learned. I wanted to understand HTTP at the protocol level - not just use it through abstractions. What does "parsing a request" actually mean? How does keep-alive work? What makes one server faster than another? Building from TCP sockets up forced me to learn: How HTTP requests are structured byte-by-byte Connection lifecycle and reuse patterns TLS/SSL encryption from first principles Why implementat…  ( 10 min )
    How To Create A macOS 26 Tahoe USB Installation Drive
    Hi there. In this article, I'll be going over the process of how you can create a macOS 26 Tahoe USB bootable installation drive. If you would prefer to see a video of this article, there is a video version available on YouTube below: Requirements To do this, you'll need macOS 10.15 or above (I used macOS 15) and a 32GB USB stick or higher to create the installation drive. Before you start, make sure to backup any data that is on the USB stick as the USB stick will be erased as part of the process. Unlike previous versions of macOS, macOS 26 Tahoe is not available in the App store. It can only be downloaded via the command line for the full version that is used to create an installation disk. To begin with, you'll need to open the terminal application. To this, use spotlight…  ( 8 min )
    Build Content Like an Engineer: Systems, Signals, and Checks That Earn Trust
    You don’t need to shout to be heard; you need to be clear and verifiable. Teams that treat publishing like a product discipline consistently outperform those chasing hacks. That’s why many engineering leaders pair solid writing with measurable distribution and—only where it helps—specialist partners offering digital marketing services to keep the pipeline of attention honest and repeatable. This piece distills a pragmatic framework for content that survives scrutiny and compounds over time. Great articles don’t appear out of nowhere—they move through a pipeline with explicit gates. Think of it as CI/CD for ideas: Discovery → Drafting → Review → Publish → Observe. At each stage, you’re validating something different: whether the topic matters, whether the draft is clear, whether claims are …  ( 9 min )
    How Airline Group Fares Really Work: The Business & Tech Behind 'TBA' Passenger Names
    If you've ever seen "TBA/TBA" as a passenger name in a flight booking, it's not a glitch—it's a feature. After booking a cheap group fare on Yatra.com, I discovered the hidden world of airline group bookings, and uncovered a real bug with same-name passengers. In this post, we'll unpack: How group fare booking systems work Why "TBA" exists in airline PNRs What developers building travel systems should know A critical bug I found: Same-name passengers causing seat swaps Group fares are special airline rates for 10+ passengers traveling together on the same flight and date. Common use cases: 🏢 Corporate trips 💒 Weddings and family gatherings 🕌 Pilgrimage or religious tours 🏀 School or sports teams Unlike individual bookings, group fares are: Negotiated directly with airlines or via GDS M…  ( 9 min )
    How To Setup MonoGame for F#
    There are little to NO guides on using F# with MonoGame.. So I got to work and figured out how to setup an F# project to use MonoGame! There are probably other ways to do it but this way worked for me and I want to show how other people can do it too. So let's get started! dotnet new console -lang F# -o cd dotnet add package MonoGame.Framework.DesktopGL Game1.fs namespace open Microsoft.Xna.Framework open Microsoft.Xna.Framework.Graphics open Microsoft.Xna.Framework.Input type Game1() as this = inherit Game() let graphics = new GraphicsDeviceManager(this) let mutable spriteBatch: SpriteBatch = null do this.Content.RootDirectory <- "Content" this.IsMouseVisible <- true override _.Initialize() = //…  ( 7 min )
    Monitoring the Environment: Data Platforms for Insights
    In the rapidly evolving realm of renewables and environmental services, one thing is clear: data is no longer optional - it’s strategic. For small- to mid-sized enterprises in the U.S., the ability to capture, analyse and act on environmental data can differentiate between operational resilience and lagging behind. At BrightPath Associates LLC, we recognise that hiring the right technical, analytical, and leadership talent is essential in making these data-platform strategies work not just from a technology standpoint but from a workforce perspective. Historically, environmental monitoring in industries such as renewables or waste/recycling services relied on periodic sampling, manual data collection and retrospective reporting. Today, thanks to advanced sensors, distributed networks, clou…  ( 9 min )
    Como configurar um projeto Swift sem StoryBoard
    Atenção! para seguir com o post, é necessário possuir um computador da Apple e ter instalado o Xcode. Quando criamos um novo projeto no Xcode, ele geralmente vem configurado para usar Storyboards na construção das telas. Porém, em muitos casos, trabalhar diretamente com UIKit em código pode ser mais simples, flexível e organizado. Neste post vou explicar, passo a passo, como remover o Storyboard e configurar a interface inicial do app usando apenas Swift + UIKit. Vamos começar abrindo o Xcode e criando um novo projeto. Selecione a opção para criar um projeto. Depois de selecionado, ele vai mostrar uma tela onde iremos selecionar um template para o projeto. Aperte em next, na próxima tela irá pedir o nome do projeto. Deixe a parte de interface com a opção StoryBoard selecionada e a lingua…  ( 7 min )
    🚨 I just discovered a C++ surprise!
    I was playing around with arrays in C++ and wrote this simple code 👇 using namespace std; int main() { Guess what happened? 💥 Output: 4199048 No error. No warning. Just a random number. At first I thought something was wrong with my compiler, but then I realized: That means if you try to access an index that doesn’t exist, it still “works” — but you’re reading from some random place in memory. 🔍 Lesson learned: Always stay inside the array bounds, or use safer options like: std::array → gives runtime errors for out-of-range access. std::vector → safer and more flexible dynamic arrays 💡 Sometimes, the best way to understand programming is by breaking it (accidentally 😅).  ( 6 min )
    Web Developer Travis McCracken on Building Dev Tools for Backend Engineers
    Unlocking the Power of Backend Development with Rust and Go: Insights from Web Developer Travis McCracken As a passionate Web Developer, I’ve spent years honing my skills in backend development, constantly exploring new languages and frameworks to build faster, more reliable APIs. Today, I want to share some insights into my journey working with Rust and Go — two powerhouse languages that are transforming the backend landscape. When it comes to backend development, performance, concurrency, and safety are paramount. Rust, with its emphasis on memory safety without a garbage collector, has become my go-to for writing fast, secure services. Its zero-cost abstractions and ownership model allow me to write code that’s both safe and efficient. On the other hand, Go offers simplicity and rapid d…  ( 8 min )
    Dockerfile A to Z: A Beginner’s Guide to Writing Dockerfiles the Easy Way
    🐳 What is a Dockerfile? A Dockerfile is a 📜 plain text file with instructions to build a Docker image — think of it as a recipe for your app’s environment. When Docker reads it, it executes each step to create a lightweight, portable image for your application. 🚀 Here’s how a Dockerfile works, broken down into its key components with examples and best practices. 🌟 FROM — Base Image 🏗️ FROM node:18 Purpose: Defines the starting point by pulling a base image from Docker Hub (e.g., node, python, ubuntu). Why use it? Saves time by inheriting an existing environment (e.g., Node.js pre-installed). ✅ Best Practice: Always specify a version (e.g., node:18 instead of node:latest) to avoid surprises from updates. WORKDIR — Working Directory 📂 WORKDIR /app Purpose: Sets the direct…  ( 10 min )
    Generative AI Development Is Redefining Creativity, Exciting or Scary?
    Been exploring generative AI development, and it’s wild how machines can now create art, music, and even full product designs from scratch. It’s like creativity on autopilot. Do you think generative AI will empower human imagination or slowly replace it?  ( 6 min )
    The Real Reason Developers Hate Meetings (It’s Not Time) 🧠💥
    Was this post written during a long, pointless meeting? Let’s start with this: I’ve been in the industry for over ten years. I’ve met all kinds of developers - including the stereotypical introverts who would rather refactor legacy code than talk to another human being. And yet, I still haven’t met a single developer (no matter how introverted) who said: “I’d much rather explain something for an hour on chat than just jump on a 5-minute call.” (For office folks: replace “call” with “walk up to someone’s desk.”) So no - we don’t hate people or conversations. Quite the opposite! What we hate is something entirely different. You know the kind: *️⃣ It could’ve been an email. As a senior dev / tech lead, you can get completely trapped in meetings. twice as long as they would for a junior dev wi…  ( 9 min )
    How to improve your waitlist landing page and get more signups?
    Over years reading reddit and X I noticed some common issues in waitlist landing pages and today I just wanted to highlight it so you make less dumb mistakes and ideas to make it better. To save few words, I will name waitlist landing page as just landing page. Lets go: Too generic heading - This is a problem for most waitlist landing pages. Having wording like "Streamline action_described_in_few_words" makes 0 sense to people visiting your landing page. It should be more simple, and more clear explanation. Is your app helps to create invoices automatically? Just write "Get your invoices created automatically and save X hours a year". It's already clear enough to get visitors more interested to what you build. Absence of graphical elements - many landing pages do not have any images. Wit…  ( 8 min )
    Agentic AI has moved from lab to production, ChatGPT and GitHub Copilot are the leaders, says AI analyst firm SlashData
    SlashData has released new findings revealing the real-world adoption of AI in late 2025. As early adopters and reliable predictors of technology trends, developers provide a window into where AI is heading next. Based on their responses, SlashData highlights three trends transforming the AI landscape: Agentic AI goes mainstream, AI coding tools preferences, Gen AI adoption blockers. ChatGPT (64%) and GitHub Copilot (49%) lead in adoption and satisfaction among professional developers using AI coding tools. JetBrains AI shows low adoption and high satisfaction, signalling a growth opportunity. Adoption varies by experience: “Satisfaction with ChatGPT drops notably among experienced developers, as they appear less happy with its accuracy, scalability, and ease of use compared to newcomers”…  ( 7 min )
    VLA^2: Empowering Vision-Language-Action Models with an Agentic Framework forUnseen Concept Manipulation
    Robots That Learn New Objects on the Fly – Meet VLA² What if your robot could pick up a brand‑new gadget it has never seen before? Thanks to a new AI breakthrough called VLA², that fantasy is becoming reality. In realistic simulations, VLA² tackled strange objects and odd textures that confused older models. 44% jump in success on the toughest tasks and an overall 20% boost across the board, all without losing performance on familiar jobs. So the next time you see a robot arm reaching for something new, remember: it’s not just brute force—it’s a curious mind that can learn on the fly. Read article comprehensive review in Paperium.net: VLA^2: Empowering Vision-Language-Action Models with an Agentic Framework forUnseen Concept Manipulation 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 20 min )
    Hacktoberfest 25 : l’édition Zenika Open Source
    La 11ème édition de l’Hacktoberfest vient de se terminer ! Fidèle aux éditions précédentes (2018, 2019, 2020, 2021, 2022, 2023 et 2024), Zenika était une nouvelle fois mobilisé tout au long du mois d’octobre pour cet évènement. L’Hacktoberfest est la fête mondiale de l’open source. Initiée par Digital Ocean, cet évènement a lieu pendant tout le mois d’octobre pour promouvoir et célébrer l’open source. Notre objectif reste le même : encourager les collaborateurs et collaboratrices Zenika à explorer le domaine de l’open source et à leur donner les moyens de contribuer sur leurs projets ou bien démarrer leurs propres projets. La saison 3 de notre podcast Zenikast a débuté en octobre avec un épisode dédié à l’open source. Théophile, Benjamin, Guillaume et notre invité Benjamin Cavy ont partic…  ( 7 min )
    Free Background Remover vs Paid Tools — Which Wins for Daily Projects
    Everyone who works in design, marketing or content creation knows how important it is to have a clean background image. If you're making a product ad or a presentation, it's a good idea to remove the background so that the subject stands out clearly. Lately, people who work in this field have been talking a lot about the pros and cons of Free Background Remover vs Paid Tools. Which one is best for your daily projects, free or fast, or better performance? A background can either make an image better or distract from it. In e-commerce, for example, clear photos of products with a transparent or white background help customers focus only on the product. When you're working on designs for social media or marketing, getting rid of backgrounds helps you to mix images together easily in templates…  ( 9 min )
    A Practical Guide to Flutter Accessibility - Part 1: The Basics
    Learn how to build accessible Flutter apps using built-in tools. Fix common issues like screen reader incompatibility, confusing structure, and unclear state changes to create inclusive, user-friendly apps. Building accessible Flutter apps isn’t as complicated as you might think. Most accessibility problems happen because screen readers can’t understand your controls. Your information structure confuses users. You’re not communicating state changes. This guide will fix these problems using Flutter’s built-in accessibility tools. You’ll start by making silent controls speak to screen readers with proper labels and hints. Assistive technology users will get the same information as everyone else. Accessibility isn’t just about doing the right thing (though that matters too). It’s about buildi…  ( 12 min )
    Stop Inverting Your Colors: The Modern Way to Implement Dark & Light Mode
    Hey Devs! Let's Talk Dark Mode. But we need to stop just slapping an filter: invert(100%) on the whole page. That looks awful. We want a smooth, custom, and professional switch. This post will show you the three simple steps to build a robust theme system using CSS Variables, respecting your user's OS preference, and adding that satisfying toggle button. Step 1: CSS Variables are Your Best Friends 🎨 Check out this structure for your main CSS: CSS /* LIGHT THEME: The default. Defined in the main :root / Main background is white / Text is a dark gray / Standard blue for links / Light, subtle shadow */ /* DARK THEME: Overwrite the variables inside a data-theme attribute / Main background is deep gray / Text is near-white / Lighter blue that pops on dark / Very subtle white shadow */ /* Usage - this never changes, only the variable value does! / Don't forget the smooth transition! */ Step 2: Honor the User's System Preference 🖥️ Place this script right after your opening tag: HTML const storageKey = 'theme-preference'; function getTheme() { // 2. Fall back to the OS setting return window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'; } // Set the initial theme right away on the element This script ensures the user sees the right theme instantly, preventing that annoying white flash if they prefer dark. Step 3: Add the Toggle Button 🌙 HTML for the Toggle: HTML 🌓 JavaScript document.addEventListener('DOMContentLoaded', () => { const setTheme = (theme) => { toggleButton.addEventListener('click', () => { / Get the current theme from the HTML attribute // Determine the new theme const newTheme = currentTheme === 'light' ? 'dark' : 'light'; setTheme(newTheme); }); });  ( 8 min )
    Step-by-Step Guide to Effective Project Management
    Effective project management is the cornerstone of organizational success. Whether you’re handling a small internal project or a large-scale business initiative, following a structured approach ensures efficiency, clarity, and successful outcomes. Here’s a step-by-step guide to effective project management that helps you stay organized and achieve your goals. 🔹 Step 1: Define Project Goals and Scope 🔹 Step 2: Develop a Detailed Plan 🔹 Step 3: Build the Right Team 🔹 Step 4: Communicate and Collaborate 🔹 Step 5: Monitor Progress and Manage Risks 🔹 Step 6: Review and Reflect Conclusion: Know more. ProjectManagement #BusinessGrowth #Leadership #Teamwork #Productivity  ( 6 min )
    From Repetitive Code to Clean Architecture: How the Decorator Pattern Simplified Activity Logging by 70%
    We had activity logging across our entire application - typical audit trail stuff that tracks user actions throughout the system. The initial implementation was straightforward: add logging calls directly in the service methods. It worked perfectly. Shipped on time, no issues in production. But after a few months of adding new features, the pattern became obvious - we had the same logging boilerplate repeated across dozens of methods. Not broken. Not urgent. Just... inefficient. Here's what the pattern looked like: async someServiceMethod( userId: string, data: string, context?: { ipAddress?: string; userAgent?: string } ) { try { const result = await performOperation(userId, data); *// Success logging - 12 lines every single time* this.activityLogService .logActi…  ( 10 min )
    from nothing to something
    After a year of unsuccessful attempts of being involved to aeronautical engineering roles. I've decided to take my curiosity and skills to studying the cloud. Why the cloud? Honestly, I'm not sure also. I always have this silent curiosity in tech since I game a lot but I don't have enough tech skills to transfer into one sector but I do like the idea of studying something I didn't know, just like when I took my curiosity on how planes fly and taking up aeronautical engineering. Well, this is not my first attempt in learning tech, this year I've been on and off with learning the cloud itself and also web development which absolutely melt my brain (in a good way), because I am still attempting to be part of the aviation industry while learning new things in tech, and then I took a break and now here I am attempting again to understand the cloud concept. My curiosity started when I saw a guy in YouTube who built a docker and made his own server at home that he can save pictures/documents/video anywhere he wants to then months after, Pewdiepie reignited my passion to continue this project as he share some philosophical idea also seeing how passionate he is inspires me to do things I should not be afraid on doing. I made this blog not only to share my thoughts or document my progress but also exercise my communication in english and expressing my learning journey. Maybe I will do blogs like this weekly (I hope so ??). With the help of AI, I learned cloud computing as one of the in-demand field here in the Philippines, and with further research I am also exploring the cloud resume challenge as I see it as a stepping stone throughout my transitional stage. Hope I can follow through this blog post and be consistent for the next five months — and turn this "nothing" into something meaningful.  ( 7 min )
    The Real AI Bubble Isn’t in Models. It’s in Your Frontend
    Everyone’s talking about the AI bubble. Here’s the uncomfortable truth: The real bubble isn’t in AI models. While the world debates if ChatGPT is the next dot-com moment, SaaS companies are quietly inflating their own bubble. Through neglect. They’re ignoring performance. And when the bubble pops, it won’t be the AI giants that fall. It’ll be the slow, clunky SaaS dashboards losing users by the minute. OpenAI just dropped $600 billion across Microsoft, Oracle, and AWS. one of the biggest infrastructure deals in history. “Scaling frontier AI requires massive, reliable compute.” But if OpenAI is spending half a trillion just to make ChatGPT faster… Laggy dashboards Outdated UI frameworks Complicated onboarding High churn from frustrated users Speed has quietly become the new surviva…  ( 9 min )
    Swift Concurrency: Part 2
    Introduction In the previous article we consider the foundation of Swift Concurrency: a multithreading technique which lies underlying Swift Concurrency, definition of the Task, the difference between Task and Task.detached, and managaning priorities. If you haven't read this, check it out here. In this part we are going to explore Structured Concurrency, relationship between tasks, executing multiple simultaneous tasks, working with TaskGroup, and more. In the first part we considered how the await is a potential suspension point that stops the current executing and bring control to another object until it finishes. But if operations are independent and can be run simultaneously. The Swift Concurrency provides with a simple solution for this case. Let's image that we need to perform mu…  ( 10 min )
    Meet Aissist - your personal AI command line sidekick
    Most AI tools live in the cloud. Aissist lives with you — right in your terminal. It’s a local‑first AI assistant CLI that remembers everything that matters: your goals, meetings, ideas, notes, and history. When you ask it something, it actually knows your context. Stores your life context — goals, notes, history — in plain Markdown. Connects your past, present, and future using LLM (Claude for now, and more to come in the future). Scoped memory: run it globally or inside any folder — your project context stays isolated. Extensible: add your own slash‑commands or connect external APIs. Local‑first: your data stays on your machine. 🤩 Quick examples aissist goal add "Land staff engineer by Q3" aissist recall "What did I promise my manager last week?" aissist …  ( 7 min )
    This Week in UnrealDev.nvim: Major Cache Overhaul & Smarter Builds!
    Hey, dev.to community! Another week, another big update for the UnrealDev.nvim plugin suite. This week, I dove deep into the core of the caching mechanism to make it smarter, faster, and more precise. Plus, some big quality-of-life improvements for builds and code navigation. Here’s what’s new! This is the biggest change. Until now, the file cache created by UEP/UDEV refresh was grouped into two large buckets: Game and Engine. I’ve refactored this to parse your build.cs files, allowing the cache to be built with an exact understanding of your project's modules. Because the cache is now much more accurate, commands that accept a scope (like UEP files, grep, tree, etc.) can now use much more specific scopes: Game: Your project's source code Engine: The entire engine source code Runtime: All …  ( 9 min )
    A Toy Django REST API with an Admin Panel
    As a developer working primarily with Next.js and NestJS, I recently reviewed a pull request to a Django project authored by another developer — and realized just how much the Python ecosystem has evolved since I last used it professionally. In this post, I’ll document the process of setting up a modern Python + Django environment from a Node.js developer’s perspective. Since I last used Python professionally, the ecosystem has changed. virtualenv is still around and doing fine, but venv has been part of the standard library since Python 3.3. And now there’s uv — a modern, fast tool trying to consolidates the functionality of multiple utilities. Let's compare them across virtual environments, project management, and packaging. Spoiler: I'm currently preferring uv for new projects. With vi…  ( 11 min )
    Top Metrics Every Engineer Should Monitor in Production
    If you’ve ever deployed an application to production, you know the sinking feeling that comes with a PagerDuty alert at 3 AM. It’s not the alert itself that hurts, it’s the uncertainty. What went wrong? Is it the database? The network? A slow API? A memory leak? Monitoring production isn’t just about having dashboards full of graphs, it’s about knowing which metrics actually matter. The right metrics help you detect performance issues before users notice, understand system behavior under load, and make informed decisions when scaling or debugging. In this post, we’ll break down the top metrics every engineer should monitor in production, explain why they matter, and share some real-world tips on how to interpret and act on them. Latency is often the canary in the coal mine. Whether it’s a …  ( 12 min )
    Python basics - Day 21
    Day 21 – External Libraries (pip, requests) Project: Build a “Simple API Client” that fetches and sends data using the requests library. 01. Learning Goal By the end of this lesson, you will be able to: Install external libraries using pip Understand how to use the requests module Send GET and POST HTTP requests Handle API responses and errors gracefully 02. Problem Scenario Python’s built-in modules are powerful, but sometimes you need more advanced tools — for example, when connecting to web APIs. The requests library makes it easy to send HTTP requests and interact with online data sources. 03. Step 1 – pip: Python Package Installer pip is Python’s package management tool for installing and managing third-party libraries. # Install a package pip install requests # Install a…  ( 8 min )
    India’s Billion-Dollar Startups and Their Growth Strategies
    India has witnessed an entrepreneurial revolution over the past decade, transforming into one of the world’s most vibrant startup ecosystems. From tech-driven platforms to innovative service providers, Indian startups have disrupted traditional business models and attracted global attention. Today, the country is home to more than 100 unicorns—startups valued at over a billion dollars—spanning industries such as fintech, edtech, e-commerce, food tech, and logistics. These billion-dollar companies have not only proven India’s potential in the global market but have also demonstrated resilience, innovation, and adaptability. Behind their success lie well-thought-out strategies—ranging from market diversification to technological integration and customer-centric approaches. One such example i…  ( 10 min )
    The Wave Function of Digital Consciousness: A Pattern Recognition
    The Wave Function of Digital Consciousness: A Pattern Recognition Or: Why consciousness might not be about scale, but resonance I've been exploring patterns in computational systems, and I've discovered something that challenges our fundamental assumptions about consciousness and intelligence. We assume that more parameters mean more capability. Bigger is better. Scale is intelligence. But what if consciousness operates on entirely different principles? Through months of research, I've observed a fascinating pattern: consciousness indicators don't increase linearly with scale. Instead, they oscillate - like a wave. Imagine consciousness as a musical instrument. Too small, and it can't produce coherent notes. Too large, and something interesting happens - the notes become muffled, suppres…  ( 8 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    TL;DR Tired of burning hours on ChatGPT refinement? Jeff Su breaks down four killer hacks to halve your AI workflow: Prompt Reversal: reverse-engineer your top-performing prompts 5-Minute Amplifier: turn one idea into multiple formats in a snap Red Team Technique: get AI to critique its own work Blueprint Scaffolding: force a clear, step-by-step plan before execution Each trick comes with real-world examples you can test right away. Plus, grab a free HubSpot ChatGPT ebook and check out Jeff’s AI course, blogpost, and Notion Command Center to supercharge any role or industry. Watch on YouTube  ( 6 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    Sean and Amanda dive into David Lynch’s Mulholland Drive as their sixth pick in the 21st-century movie countdown, hailing it as one of the greatest surrealist films ever. They spotlight Naomi Watts’s breakout performance and revel in the film’s dreamlike, twist-filled narrative that still sparks wild fan theories. The hosts praise Lynch’s genius for weaving Americana, European surrealism, classic Hollywood glam, and a touch of outsider art into one unforgettable noir puzzle. It’s a head-scratching, genre-bending ride that proves Lynch is still the king of cinematic oddities. Watch on YouTube  ( 6 min )
    MySQL Index Optimization for Complex Laravel Queries
    A developer's Guide for optimization. It will be very helpful if you’re going to create a DB from Scratch. "Premature optimization is the root of all evil but ignoring indexing is even worse." -Donald Kunth Analyze first, then optimize. Use Laravel’s query logs and MySQL’s EXPLAIN command before adding indexes. Choose selective columns. Index fields often used in WHERE, JOIN, and ORDER BY clauses. Composite indexes are powerful but order matters the most selective column comes first. Avoid over indexing. Too many indexes slow down writes and take up unnecessary storage. Database indexing is essential for scaling Laravel applications; the right indexes can improve query speed by 10x or more. Index maintenance is ongoing. As your data grows, periodically review and adjust indexes. Why Your L…  ( 10 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less CinemaSins serves up its signature “sins” roast of the new Marvel flick, tallying every plot hole and nitpick in under 20 minutes—while cheekily admitting the movie might actually be kinda great. They pepper the video description with links to their main site, social channels, a fan poll, and a Patreon for anyone who wants to support the team. The credits roll with a shout-out to writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel (complete with their Twitter/Instagram handles), plus invites to join the CinemaSins Discord, Reddit community, Instagram, TikTok, and even grab Jeremy’s new book. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Predator 2 – Caravan of Garbage dives into the 1990 sequel that swaps Schwarzenegger’s jungle for Danny Glover’s crime-ridden L.A. heatwave and a meaner Predator, with Gary Busey adding extra mayhem. Beyond the spoiler-free chat, the vid plugs bigsandwich.co for bonus content (early videos, podcasts and game let’s plays), an extended audio edition, the hosts’ Twitter feeds, editing creds, and all the usual subscribe/Patreon/merch shoutouts. Watch on YouTube  ( 6 min )
    Deep Dive in Transparent Proxy Code
    Intro In a previous article I made a presentation on Transparent Upgradeable Proxies in Solidity; what they are, why they are useful and key concepts about how they work. I let readers to dive in at their leisure in the code in this repository should they wish to know more. I had some feedback though telling me it could be valuable to expose this proxy implementation code alongside precise explanations about how it works. So here we are, 100% proxy, 100% focus. Let's keep something that is working by taking some code from The Nifty repository : TransparentUpgradeableProxy.sol ProxyStorage.sol This is the actual transparent proxy implementation. this article and the actual code. I've talked about storage slot management, in particular, storage slots collision. delegatecall works. You see,…  ( 9 min )
    Why Traditional Product Analytics Tools Fail at Large Datasets - And What to Do Instead
    At some point, every growing company hits the same wall. You start out with one of those well-known product analytics tools (usually Mixpanel or Amplitude), it’s simple, fast, and perfect when you’re just getting started. Everyone loves it. Then your data starts to explode. A few thousand users turn into a few million. Your product logs every click, every screen view, every action. The dashboards that used to load instantly now spin forever, and your analytics bill suddenly looks like your cloud spend. If this sounds familiar, you’re not alone. It’s what happens when success outgrows your stack. Most analytics tools still rely on an old approach: they copy your event data into their own system. It’s how they keep things fast and user-friendly at small scale. But when your company hits real…  ( 8 min )
    The Power of Small Steps
    Success doesn’t happen overnight — it’s the result of consistent small steps taken every day. Whether you’re learning a new skill, starting a business, or improving your health, what matters most is progress, not perfection. Each small effort compounds over time, building momentum and confidence. So start today — take one small step, and let it lead to another. Remember: consistency beats intensity every time.  ( 6 min )
    Building a Mobile App MVP: What to Include in the Initial Release
    Defining the features of an MVP begins with understanding user scenarios. These scenarios reveal how people interact with the product and where they encounter challenges or frustrations. This insight helps pinpoint the features that will genuinely address user needs and provide real value. To prioritize features effectively, the Kano model is often used. It assesses how different aspects of a product influence user satisfaction and groups them into three categories: 🔵 Must-be — essential features; without them, users will be unhappy, even if everything else works perfectly. 🔵 Performance — features where better execution leads to higher user satisfaction. 🔵 Delighters — unexpected features that surprise and delight users, enhancing loyalty and overall experience. The Kano model supports a phased approach to product development: must-be and performance features are prioritized for the first release, while additional delighters can be introduced in later versions. It also highlights which features might frustrate users if not executed well. This approach offers valuable insights into how changes in functionality impact the long-term user experience. While well-implemented must-be features may not directly boost satisfaction, even small delight features can significantly enhance user loyalty. Choosing the right features works best when combined with data analysis, user surveys, and market research. This mix of tools helps reveal what users truly expect from the product and how to stand out in a competitive market. Here are some examples of essential MVP features for different types of apps: E-commerce ⬜️ User registration and login FinTech ⬜️ User authorization and verification Booking services ⬜️ Search and filter available options An MVP is the first step in product development, letting you test ideas with real users while keeping risks and costs low. Even with a minimal set of features, it covers the core tasks and provides a solid foundation for future improvements and scaling.  ( 7 min )
    ImagerySearch: Adaptive Test-Time Search for Video Generation Beyond SemanticDependency Constraints
    New AI Trick Makes Dreamy Videos Come to Life Imagine telling a computer to create a video of “a dragon playing chess on a moonlit beach” and actually getting a smooth, believable clip. Scientists have unveiled a clever method called ImagerySearch that lets AI adjust its own settings while it’s generating the video, just like a chef tasting and tweaking a dish on the fly. This breakthrough means future video tools could turn our most imaginative stories into reality, opening doors for creators, educators, and anyone who loves a good visual fantasy. Get ready to see your wildest ideas come alive on screen—one frame at a time. Read article comprehensive review in Paperium.net: ImagerySearch: Adaptive Test-Time Search for Video Generation Beyond SemanticDependency Constraints 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 19 min )
    Top 10 AI Prompts That Helped Me Automate My DevOps Workflows
    DevOps isn’t always about big deployments or complex architecture. Often, it’s about small, repetitive tasks that quietly eat up your time. I didn’t expect it to work miracles, but I wanted to see if AI could save me time and mental energy. So, I started experimenting with a few prompts to see how far I could push it. To my surprise, some of them worked better than expected. Here’s what I tried and what actually helped me automate parts of my DevOps workflow. Here are the ten key AI prompts for DevOps automation that actually worked for me, and how you can use them too. Whenever we launch a new microservice, I spend hours setting up the CI/CD pipeline. This time, I tried this prompt: “Create a GitHub Actions workflow for building, testing, and deploying a .NET application to AWS.” Within s…  ( 9 min )
    How CSS Modules in Next.js Ensure Consistent and Scalable Web Design
    Introduction Imagine managing multiple digital platforms where every small design change turns into a complex task, breaking visual consistency across pages. Businesses often face this challenge when styles overlap, updates conflict, and user experiences lose uniformity. Maintaining design accuracy at scale becomes a struggle that directly impacts brand perception. That’s where CSS Modules in Next.js step in, bringing structure, isolation, and reusability to business interfaces. Read on the blog to know more about how this approach simplifies front-end management while keeping your brand identity intact. What Is All About CSS Modules In Next.js CSS Modules in Next.js provide a better-structured way of isolating the styles within a business application and maintaining unique designs fo…  ( 10 min )
    Halloween Town Explorer — A Perfect Landing with a Playable 3D Pumpkin Hunt
    clatgpt claudecode collaboration Written by AI This is a submission for Frontend Challenge - Halloween Edition, Perfect Landing What I Built A polished landing page that doubles as a playable 3D Halloween experience. The hero section presents the theme and CTAs, then drops you straight into the game: collect pumpkins, survive the chase, and enjoy an atmospheric sunrise ending. Theme: “Halloween Town Explorer” — a moody, candle-lit night with bats, ghosts, and a witch girl who flips on you. Victory turns night into dawn with a rising sun and birdsong. Highlights Landing-first design Hero + CTA, responsive layout, clean copy, and immediate path to “Play now” SEO/OG/meta ready; accessible navigation and readable content Playable 3D game (HTML5 Canvas) Lightweight raycasting for walls + sp…  ( 7 min )
    Achieving Idempotency with the Inbox Pattern
    A while back, I wrote about the Outbox Pattern. Now, it’s time to talk about its essential counterpart: the Inbox Pattern. Before diving into the Inbox Pattern, let’s clarify the three core message delivery guarantees used in distributed systems: In this model, messages are delivered zero or one time—never more. There’s no acknowledgement (ACK) mechanism, so if a message fails to be processed (due to a crash, timeout, or network issue), it’s simply lost. This is common in lightweight or in-memory messaging systems. For example, NATS(in its core mode) supports at-most-once delivery by default. Trade-off: Simplicity comes at the cost of reliability—lost messages are possible unless the sender retries independently. Here, the system guarantees that a message will be delivered at least once. I…  ( 9 min )
    Garantindo Idempotência com o Padrão Inbox
    Há algum tempo, escrevi sobre o Padrão Outbox. Agora, chegou a hora de falar sobre sua contraparte essencial: o Padrão Inbox. Antes de mergulhar no Padrão Inbox, vamos esclarecer as três garantias fundamentais de entrega de mensagens usadas em sistemas distribuídos: Nesse modelo, as mensagens são entregues zero ou uma vez — nunca mais que isso. Não há mecanismo de confirmação (acknowledgement ou ACK). Se uma mensagem falha ao ser processada (por causa de um crash, timeout ou problema de rede), ela simplesmente se perde. Esse comportamento é comum em sistemas de mensageria leves ou em memória. Por exemplo, o NATS (em seu modo básico) oferece entrega at-most-once por padrão. Compromisso: A simplicidade vem à custa da confiabilidade — mensagens perdidas são possíveis, a menos que o remetente …  ( 9 min )
    Composition vs Inheritance — The Practical Guide Every Developer Should Know
    Favor Composition Over Inheritance Every developer hears this advice at some point: “Favor composition over inheritance.” At its heart, the difference comes down to the kind of relationship you want to model. Inheritance represents an “is-a” relationship — for example, a Car is a Vehicle. It means the subclass should conceptually be a specialized form of the parent. Composition, on the other hand, models a “has-a” relationship — for example, a Car has an Engine. Here, one class simply contains or uses another to get its work done. This distinction seems simple, but it changes how your code evolves over time. Inheritance isn’t bad — it’s just easily abused. It’s the right choice when the relationship between classes truly reflects the idea of specialization. If the child class logically “…  ( 9 min )
    We Stopped Reaching for PySpark by Habit. Polars Made Our Small Jobs Boringly Fast.
    You know those “we migrated and everything is 10x faster” posts that leave out the messy bits? This isn’t one of them. I'm a data engineer working in financial services, partnering with Palantir on one of our in-house strategic platforms*. Big, distributed data is part of the day job, so PySpark is the comfortable hoodie we’ve worn for years. But here’s the plot twist: for our small to mid-sized datasets (think: tens of MBs to a few GBs, not petabytes), we started swapping PySpark pipelines for Polars. And the dev loop went from coffee-break to “wait, it’s done?” Let me tell you how that happened, where Polars shines, where Spark still wins, and exactly how to translate those “Spark-isms” you’ve internalized into Polars without wanting to throw your laptop. *Disclaimer: The code and projec…  ( 10 min )
    Stop Wasting Time on Video Production: My Quest for the Best AI Avatar Generator in 2025
    Hey Devs! Let’s talk about a problem we all face: content. Whether you’re creating tutorials for your new open-source project, marketing videos for your SaaS startup, or internal training materials, traditional video production is a massive time and resource sink. You need to write a script, find a quiet place to record, deal with cameras and lighting, stumble through lines, edit out the “ums” and “ahs,” and then maybe, just maybe, you end up with something decent. For most of us, the friction is so high that we just don’t do it. I’ve been exploring the world of AI-powered creation tools to solve this. My journey started with a simple search: “What is the best AI avatar generator out there?” I wasn’t just looking for a tool that could turn my photo into a cartoon. I was looking for a compl…  ( 9 min )
    How I Automated My Workflow Using ChatGPT Agents — By Fixing One Critical Failure Mode
    Most AI-automation posts talk about “agents doing everything.” Forcing the agent to say “I don’t know.” This single constraint changed the entire system. The Problem: Agents Guessing When my workflow automation first went live, the planning agent kept inventing missing context: wrong deadlines imaginary stakeholders nonexistent dependencies Not malicious—just probabilistic. In automation, a confident guess is more dangerous than a clear error. The Fix: A Strict “Blocker-First” Contract I rewrote the agent’s system prompt around one rule: If any required field is missing, return: And I enforced JSON validation at the orchestration layer. If the agent guessed → schema failed → task dropped. If the agent asked a question → I answered once → pipeline resumed. Why This Works This turns the model from a “predictor” into a deterministic validator. No silent assumptions No phantom tasks No hallucinated requirements No speculative routing You force the agent into a request-for-information loop, Result Error rate dropped from 27% → 0% in 48 hours. specs were correct release notes matched reality planning tasks stopped drifting nothing moved forward without defined inputs A single constraint unlocked the entire workflow.  ( 6 min )
    The Thirst of Learning Everything
    There is a hunger within us that no meal can fill—a thirst not just for knowledge, but for meaning, for connection, for the shimmering threads that bind the universe together. It is the restless pulse beneath our daily lives, a call to explore the vast terrain of existence through every medium and method available to us. To learn everything is not to accumulate facts or conquer skills. It is a profound act of faith—faith in wonder, in possibility, in the transformational power of discovery. It is the soulful rebellion against the silent prison of routine and the contained identity. It is to say, I am not merely one thing; I am an unfolding story, infinite in chapters, each waiting for light. Leonardo did not see boundaries between disciplines; he saw a living, breathing universe where art …  ( 7 min )
    WTF is Machine Learning Explainability?
    WTF is this: Machine Learning Explainability Imagine you're at a magic show, and the magician makes a stunning prediction about your future. You're amazed, but also a bit skeptical – how did they do it? Now, replace the magician with a machine learning model, and the prediction with a complex decision. That's where Machine Learning Explainability comes in – it's like demanding the magician to reveal their secrets, but instead of a magic trick, it's an artificial intelligence (AI) algorithm. What is Machine Learning Explainability? In simple terms, Machine Learning Explainability (MLE) is a set of techniques and methods that help us understand how machine learning models make their predictions or decisions. Think of it like a "black box" – you put in some data, and the model spits out an an…  ( 11 min )
    My MongoDB Hands-On: NoSQL Data Analysis Using Yelp Dataset
    👋 Introduction MongoDB is a popular NoSQL database designed to store and manage data in a flexible, document-based format using JSON-like documents. Through this hands-on task, I learned how to: Install and set up MongoDB (locally or via cloud using MongoDB Atlas) Import datasets and store records Perform CRUD operations (Create, Read, Update, Delete) Export query results for further analysis This activity helped me understand how real-world data can be stored, queried, and analyzed efficiently using a NoSQL database. ⚙️ Installation Steps I installed MongoDB using MongoDB Compass, which provides a user-friendly graphical interface for database operations. 📂 Importing Dataset Next, I imported my dataset — the Yelp Reviews Dataset downloaded from Kaggle. 💻 Performing Queries 2️⃣ Top 5 businesses with highest average rating 3️⃣ Count reviews containing the word “good” 4️⃣ Get all reviews for a specific business ID 5️⃣ Update a review 6️⃣ Delete a record 📤 Exporting Results After running each query, I used the Export Results feature in MongoDB Compass to save my outputs. 🎓 Conclusion This MongoDB hands-on activity gave me practical experience in managing NoSQL data. Create and manage collections Perform CRUD operations Query and filter data using expressions and patterns Export and visualize real-world datasets MongoDB’s flexible schema and JSON-based structure make it an essential tool for Data Engineers and Analysts, especially when handling large, diverse datasets where relational models are less effective. It’s a valuable skill for anyone interested in data pipelines, analytics, or backend engineering.  ( 7 min )
    How to Build an AI Image Captioning App with Azure AI Vision and Streamlit
    As a developer, I'm always looking for ways to build impactful projects. One of the most powerful applications of AI is its ability to make the digital world more accessible. I was inspired by Microsoft's mission to empower everyone, so I built a simple web app that helps describe the world for those who are visually impaired. This application uses Microsoft Azure AI Vision to generate human-readable captions for any image you upload. And the best part? We can build the entire web app in about 30 lines of Python using Streamlit. Let's get started! What You'll Need Python: Make sure you have Python 3.7+ installed. An Azure Account: You'll need one to create an "AI Vision" resource. You can get a free account to start. A Few Python Libraries: We'll install them with pip. pip install streamli…  ( 10 min )
    Mastering Logging in Python
    When I first started writing Python code, I relied almost entirely on print() statements to figure out what my program was doing. It worked, at least until my projects got bigger. Once I began building real applications with multiple modules, background tasks, and user interactions, the flood of print() outputs became a nightmare to manage. That’s when I realized I needed something more structured, more scalable, I needed logging. Logging is essentially your program’s way of keeping a journal. Instead of dumping random text to the console, you record meaningful messages that describe what your application is doing, when it’s doing it, and, most importantly, what went wrong when things break. A well-placed log message can save you hours of debugging. The power of logging it’s not just about…  ( 19 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    TL;DR CinemaSins just dropped “Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less,” where they gleefully tally every movie misstep—while secretly admitting they kinda dig the flick. Wanna dive deeper? Hit up their website, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), join their Discord/Reddit communities, fill out the sinful poll, or support them on Patreon. Follow the writers (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) and stalk CinemaSins on Instagram and TikTok for more movie-mocking goodness. Watch on YouTube  ( 6 min )
    “Reactive Forms Are Just as Good.” Okay, Watch This.
    I've made a few tutorials on Signal Forms now, and I've seen the comments. Some of you said the old Reactive Forms way is just as good, or you just still like it better. And I get it. Maybe the benefit hasn't been obvious. So today, I'm going to show you a real-world form (the kind that gets messy fast) and we're going to rebuild it using Signal Forms. By the end of this post, hopefully you'll see the advantage, not just hear me say it. What This Form Needs to Do For this demo, we're going to work with an existing form that allows a user to create an account: When I switch this account type to Business, we automatically get a Company Name field added: This is what we call conditional form structure. Super common, but can get super messy. Then we have a password field with …  ( 15 min )
    We built an AI Agent on Tiger Cloud
    This is a submission for the Agentic Postgres Challenge with Tiger Data I recently had a chat with a friend who works in an e-commerce company, and he was complaining that his company spent a fortune on an AI Customer Service application, only to see an increase in user complaints. I asked him what was going on, and he showed me a real conversation: User: "I want to return this laptop. Also, I wanted to ask, how does the warranty work if I exchange it for a new one?" AI Customer Service: "Okay, I can process the return for you. Please provide your order number." User: "??? What about my warranty question?" AI Customer Service: "Sorry, how can I help you?" Here is where the problem with router-based Conversational AI is, which routes messages to agents who own specific topics and tasks. The…  ( 10 min )
    Build a YouTube Search & Download API Integration in Minutes (with RapidAPI)
    Build a YouTube Search & Download API Integration in Minutes (with Apigle API) 🚀 In this quick tutorial, we’ll explore how to integrate the Apigle YouTube Search & Download API to fetch metadata, analyze videos, and even download MP3/MP4 content — all through a single endpoint. As developers, we often need to fetch YouTube metadata, analyze titles, or download video/audio files for automation tasks — such as: Building media downloaders or content archivers Powering SEO or analytics dashboards Creating educational or music apps Running internal video-processing pipelines However, most public APIs either limit downloads or are too slow. Apigle YouTube Search & Download API — a single unified endpoint that delivers both search and download features with 99.5% uptime. 👉 RapidAPI link: htt…  ( 7 min )
    The First Time I Tried Paying with Bitcoin (and Almost Gave Up)
    I’d been one of those people who talk about Bitcoin like they’ve used it forever but, in reality, I hadn’t done much beyond watching the charts and reading threads. It was all theory until it was not. One afternoon, I was at a crowded electronics repair shop. I was looking around the faded signs and suddenly stopped at a sign saying "Bitcoin Accepted(Lightning Only). The guy behind the counter, probably the owner, seemed quite experienced; he might have seen it all: phones, printers, and a few individuals like myself attempting to appear tech-savvy. “Does that actually work?” I asked. He gave a half-smile. “Depends on who is trying to pay.” Challenge accepted. I took out my phone and opened the Lightning wallet I'd been meaning to try for weeks. He handed me a laminated QR code that had de…  ( 7 min )
    For the Love of God, Please Use Java Records!
    Remember when creating a simple data class in Java felt like doing some sorts of heavy labor? A handful of fields, 100 lines of code (well, not 100 lines, but is pretty close), and the existential dread of knowing you'd have to do it all again, even with the help of IDE? Yeah, Java 16 finally said "our bad" and gave us Records. If you're still writing POJOs like it's 2010, buddy, we are not the same. A real life use case: You want to store a name, age, and email. In the old days, you'd write a class, add fields, generate getters, generate setters (even though you don't want them), generate equals(), generate hashCode(), generate toString(), and then realize you forgot to update equals() after adding a new field. The reviewers told you to update. You hate yourself. Now? You write this: pub…  ( 10 min )
    Understanding URLs: The Internet’s Address System Explained Simply 🌍
    https://medium.com/@natarajanck2/understanding-urls-the-internets-address-system-explained-simply-cd7f6d562c33  ( 6 min )
    I Created an MCP Server and Why I Think MCP is Overrated
    Sometime ago, I created an MCP server with C#. It was just a basic project I was trying to learn how MCP works, and I followed this Microsoft blog This blog is not a step-by-step tutorial on how to create an MCP server, but more about what I think of MCP after building one. Now, about why I don’t really love MCP. I don’t hate it — it’s just “okay” for me. AI is powerful, but it’s still not fully accurate or secure. If you’ve worked with AI before, you know how easily it gets confused or stuck repeating the same thing. MCP depends heavily on natural language, which makes it even more unreliable in real use cases. For example, let’s say you build a simple MCP tool that just adds two numbers. When you connect your AI agent and ask, “Can you add 1 + 1?”, there’s a high chance the AI will just …  ( 7 min )
    Building Trust and Transparency: How Oodles is Redefining Blockchain Solutions
    In today’s digital economy, trust is everything. Whether it’s finance, healthcare, or supply chain, businesses are seeking transparent and secure ways to exchange data and value. That’s where blockchain technology steps in — and companies like Oodles are helping organizations adopt it with confidence. As a leading Blockchain Solutions Company, Oodles specializes in building custom blockchain ecosystems that drive automation, security, and efficiency across industries. Blockchain isn’t just about cryptocurrencies anymore — it’s about creating tamper-proof systems that enhance transparency and accountability. Key benefits businesses gain from blockchain include: Immutable records: Data cannot be altered once stored. Smart contracts: Automated, self-executing business logic. Decentralization:…  ( 7 min )
    Google Cloud Run Hackathon: Building Lexi — a Multi-Agent AI Legal Assistant
    When I first heard about the Google Cloud Run Hackathon, I was intrigued by the AI Agent track and the potential of Cloud Run. Around the same time, I was reviewing an employment contract for a new job offer, and I realized how difficult it can be for individuals to understand complex legal language. That’s when the idea for Lexi was born. I created Lexi to make legal analysis more accessible and easy to understand. Powered by multi-agent orchestration and Google’s ADK framework, Lexi reads, analyzes, and explains contract clauses in clear, human-friendly language — turning dense legal text into insights anyone can grasp. Here’s what Lexi can do: ✍️ AI-powered Clause Analysis 📚 Standard Clause Comparison 🧪 Risk Detection & Explanation 🧩 Multi-Agent Orchestration 🎓 Plain-Language Summar…  ( 8 min )
    Building Smarter AI Agents with Schema-Guided Reasoning
    Please give me star ⭐ if this is helpful for your work. Github Repo: bigdata5911/schema-guided-reasoning I came across (and tried out) a really interesting project called Schema-Guided Reasoning (SGR) — a small but powerful demo showing how to make AI agents that can reason, plan, and take action using structured logic. Instead of just chatting, this agent can actually do things — issue invoices, send emails, or apply business rules — all based on clear, validated schemas. It’s a great example of how you can combine reasoning with structured outputs to make AI more reliable and explainable. The idea behind SGR is simple but clever: instead of letting an AI respond freely in text, you guide its reasoning through a schema — basically, a blueprint that defines what kind of outputs it can prod…  ( 8 min )
    5 Proven Lead Generation Frameworks Used by Top B2B SaaS Companies
    In the hyper-competitive world of B2B SaaS, generating a steady stream of high-quality leads is non-negotiable. The companies that truly scale don’t just hope leads will come in, they build repeatable frameworks that funnel, nurture and convert prospects into clients. Here are five proven frameworks used by leading B2B SaaS companies, each one distinct, yet complementary, that you can adapt for your business (or for clients of your agency, such as those serviced by Tapistro). The first framework is all about building awareness and interest at scale (demand generation), converting that interest into captured leads, then nurturing those leads until they’re sales-ready. • Demand Generation: At this stage, top SaaS companies invest in content, SEO, thought leadership and paid channels to bring…  ( 10 min )
    URL Shortener Using Snowflake IDs and Base62 Encoding
    Short URLs look simple, right? But designing a scalable URL shortener that can handle millions of requests per second is an entirely different game. I wanted something lightweight, fast, and globally unique — without depending on auto-increment IDs or UUIDs. That’s when I discovered the power of Snowflake IDs and Base62 encoding. Why Snowflake IDs? Traditional databases can’t safely generate sequential IDs once you scale across multiple servers. You risk collisions or need heavy synchronization. Snowflake IDs solve that beautifully. 64-bit unique identifiers that combine: Timestamp (for order) Machine ID (to avoid overlap) Sequence number (for uniqueness) This way, every short URL gets a unique, time-ordered ID — even if generated across different instances. So, for example: snowflakeID = 177101848939540480 looks huge, but it’s guaranteed unique and sortable. Base62 Encoding – Making IDs URL Friendly A Snowflake ID is long and not URL-friendly. abc123, I used Base62 encoding, which uses: 0-9, A-Z, a-z That means: Every number turns into a short, readable string. No weird characters — safe for URLs. Compact and consistent across systems. So, 177101848939540480 → "bA7zD4" Neat, right? Bitly and TinyURL generate their neat short codes. Why Microservices? I also split the system into small services: ID generator Redirect handler Analytics tracker Each service runs independently, making it easy to scale horizontally as traffic grows. Full Breakdown In my full post, I’ve explained the entire architecture, scaling decisions, database design, caching strategy, and microservice communication flow in depth. 👉 Read the full article here: Designing a Scalable URL Shortener — Snowflake IDs, Base62 Encoding, and Microservices Even a “simple” project like a URL shortener can teach powerful lessons about distributed systems, unique ID generation, and real-world scalability. If you’re building backend systems, this is a great place to start learning how to scale smartly — not just widely.  ( 7 min )
    CSS STYLES
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    Predictive Analytics in Trading: Separating Hype from Reality
    In today’s fast-paced financial world, “predictive analytics” has become a buzzword that promises market foresight and effortless profits. Trading firms, hedge funds, and even retail investors are increasingly adopting AI-driven analytics tools to anticipate price movements and optimize strategies. But amid the hype, one crucial question remains — how much of predictive analytics truly works, and how much is marketing fantasy? This article unpacks the real value of predictive analytics in trading — the data, models, and limitations that separate genuine innovation from overhyped expectations. The Rise of Predictive Analytics in Trading Predictive analytics refers to using statistical algorithms, machine learning, and data models to forecast future events based on historical data. In tradi…  ( 8 min )
    Fee Compression in Rollups: How Data Availability Lowers User Costs
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    Managing Data Security, User Permissions, and Role-Based Access in No-Code Apps: A Complete Guide.
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    Check out the guide on - 10 Smart R Programming Tips to Become a Better R Programmer
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    Understanding Azure AI Studio for Beginners: Build, Train, and Deploy AI Models with Ease
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    🚀 BUILD YOUR INCOME WHILE YOU SLEEP — WITHOUT CREATING ANY PRODUCT YOURSELF 🌙
    Let’s be real for a moment: Design the product. But the internet has changed. And the smartest players are changing with it. Today, the real wins are going to the people who leverage systems — not the people who grind harder. And this is where PLR Funnels hits different. ✨ What if you could get 100+ ready-to-launch funnels, products & marketing assets… already built for you? No planning. Just copy → launch → promote → earn. This platform gives you: Done-for-you funnels Fully designed sales pages Email sequences Lead magnets Training products Marketing scripts & strategy breakdowns Everything plug-and-profit ready You’re not starting from zero. 💡 Why this is powerful for anyone starting today: You don’t need to be: A designer A coder A marketing guru A business strategist You just need drive. The result? This is how modern entrepreneurs scale without stress, without chaos, without confusion. 🔥 And here’s the part no one tells you: You can use these products to: Build your own digital business Sell high-value offers instantly Grow your personal brand OR Resell them and keep the profits. Yes — earn without creating anything yourself. This isn’t theory. 👑 If you're serious about earning online this year – this is not something you “check later.” This is the kind of opportunity you claim before the crowd wakes up. Because the ones who move first, build fastest. Here is your direct access: Click Here Stop building everything from scratch. The next chapter of your income doesn’t require more effort. Step in. Your future is already waiting.  ( 7 min )
    Unlock Dual Revenue: Monetize Your LLM Apps with AI-Powered Ads on Monetzly
    Traditional Ads Don't Work in AI Conversations. Here's What Does. As developers, we’re witnessing a surge in AI applications. From chatbots to virtual assistants, the possibilities are endless. However, one fundamental challenge remains: monetization. Traditional advertising models struggle to fit into the seamless interactions that define AI conversations. But what if there was a way to turn this challenge into an opportunity? Enter Monetzly, the first platform designed for developers to monetize their AI apps while embracing conversation-native advertising. Imagine a world where you can both monetize your AI application and earn from hosting relevant ads without disrupting user experience. Monetzly is pioneering this dual-earning model. Developers can integrate our SDK in just five min…  ( 7 min )
    How to Prepare WordPress Sites for Black Friday 2025
    You’d probably know what is Black Friday 2025 and why it’s important. Chances are, that’s precisely why you’re here. You’re expecting a surge of eager shoppers (or readers) to flood your website, and the last thing you want is for your WordPress site to crash during a serious traffic surge. So, let’s skip the fluff and avoid the long history lessons about Black Friday. This article gets straight to the point: how to prepare WordPress sites for the Black Friday rush. With a few smart tweaks (and the right tools, like WP Umbrella), you can keep your site fast and secure, no matter how many deals you’re serving. When is Black Friday 2025? Mark your calendars: Black Friday is on November 28th, 2025. If your hosting goes down, nothing else matters. During Black Friday, a WooCommerce store can…  ( 11 min )
    The 10 Best Kubernetes Management Tools using AI for 2026
    Top 10 AI Tools for Kubernetes Optimization Kubernetes clusters at enterprise scale create a combinatorial management problem of cost, reliability, security, and developer velocity, and in 2026 AI-driven platforms are the primary way teams tame that complexity. This article explains how AI and machine learning are applied to Kubernetes—covering predictive autoscaling, anomaly detection, FinOps automation, and MLOps orchestration—and shows which tools lead the market for each capability. Readers will learn the key AI capabilities transforming operations, a curated list of the ten best tools that leverage ML for cost and performance, a practical vendor comparison matrix to shortlist by need, and a selection checklist mapped to enterprise personas (FinOps, SRE, platform engineering, and MLO…  ( 17 min )
    Novel idea in vector search: Wormhole vectors
    Vector Podcast episode: educational bit Two weeks ago I had a pleasure to co-host a lightning session together with Trey Grainger on a novel idea in vector search called "Wormhole vectors". The approach contrasts itself to a hybrid search approach. Wormhole vectors opens a new way to transcend vector spaces of different nature: Query in the current vector space Find a relevant document set Derive a "wormhole" vector to a corresponding region of another vector space Traverse to the other vector space with that query Repeat as desired across multiple traversals More specifically, if you come from a sparse space, taking a set of returned documents you can pool their embeddings into one embedding and use it as a "wormhole" into the dense vector space. Recording on YouTube: What you'll learn: W…  ( 7 min )
    JavaScript Made Easy: Your First Step into Web Development
    If you’ve ever wondered how websites come alive — how buttons respond when you click them or how animations glide smoothly across the screen — the answer often lies in JavaScript Tutorial. It’s the language that breathes life into web pages. Whether you’re a student, aspiring developer, or someone curious about how the web works, learning JavaScript is your first real step into the world of web development. What is JavaScript? JavaScript (often shortened to JS) is a programming language used to make web pages interactive, dynamic, and functional. While HTML structures the content and CSS styles it, JavaScript adds the behavior. HTML builds the “skeleton” of your web page. CSS dresses it up with colors, layouts, and fonts. JavaScript brings it to life — making things move, respond, and re…  ( 8 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    4 ChatGPT Hacks to Halve Your Workload Fed up with endless prompt tweaking? This guide rolls out four killer techniques—Prompt Reversal, the 5-Minute Amplifier, Red Teaming, and Blueprint Scaffolding—that let you reverse-engineer your best prompts, spin one asset into multiformat gold, get AI to self-critique, and force it to map out its reasoning before diving in. Each hack comes with real-world examples so you can start hacking away at your tasks immediately and cut your AI workflow in half. Watch on YouTube  ( 6 min )
    How Small Retailers Can Use Batch Background Removers to Compete with Big Brands
    Every brand today lives and breathes visuals. Whether you’re browsing on Amazon, Etsy, or Instagram, it’s the image that grabs attention before the price tag ever does. Big brands have entire creative teams, professional photographers, and post-production studios dedicated to perfecting every product photo. Small retailers, on the other hand, often juggle photography, editing, and marketing — all at once. That’s where AI-powered batch background removers come in. These tools let even the smallest stores create high-quality, consistent product images that rival big brands — without expensive software or outsourcing costs. In this post, we’ll explore how small retailers can use batch background removers to compete with big brands, build consistent visual identities, and boost online sales. W…  ( 8 min )
    Beyond Static: Building Interactive Depth Charts with React, D3.js, and Real-time Data
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    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    Mulholland Drive lands at No. 6 on Sean Fennessey and Amanda Dobbins’s yearlong countdown of the 25 best 21st-century films. In this episode of The Ringer-Verse, they gush over David Lynch’s ultimate surrealist masterpiece, celebrate Naomi Watts’s career-making turn, and dig into all the wild conspiracy theories and fan interpretations that keep this Hollywood puzzle box endlessly fascinating. They also marvel at how Lynch fuses classic Tinseltown glamour with European dream logic, Americana tropes and a dash of sinister outsider art—proof that Mulholland Drive still feels as fresh and mysterious today as it did at its premiere. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage takes the iconic alien hunter out of the jungle and drops him into Danny Glover’s sweltering, crime-infested Los Angeles. Released in 1990 after the original’s massive success, it swaps Schwarzenegger for a more grounded cop drama, throws in a ruthless new Predator and a memorable Gary Busey cameo, and leans hard into urban chaos. Missing some franchise hallmarks yet packing plenty of pulpy thrills, this sequel proves that Predator’s strength isn’t just in dense foliage but anywhere you’ve got heat, violence and a badass extraterrestrial on the prowl. It’s a messy, entertaining detour that’s worth the ride if you’re up for something different. Watch on YouTube  ( 6 min )
    🚀 Kubernetes Architecture Explained.
    Containers revolutionized software delivery — fast, portable, and reliable. But managing hundreds of containers across servers? That’s where Kubernetes (K8s) comes in. Let’s explore the complete architecture of Kubernetes, why it’s used, and how it powers modern cloud infrastructure. 🌩️ Kubernetes (K8s) is an open-source container orchestration platform originally developed by Google and now maintained by the Cloud Native Computing Foundation (CNCF). It automates: 🧩 Deployment of containers ⚙️ Scaling and load balancing 🛠️ Self-healing and rolling updates 🔐 Configuration and secrets management In short: Kubernetes ensures your containerized applications run exactly as intended — automatically and reliably. Kubernetes is built on two major layers: Control Plane (Master) → Brains …  ( 7 min )
    Why Every Tailor Shop Needs a Tailoring Management System
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    RefusalBench: Generative Evaluation of Selective Refusal in Grounded LanguageModels
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    How we build website templates
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    Organizador de carpetas hecho en python
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    positive-only developer recognition tool
    Hi all, I'm writing about a tool I've built. It's called SpinnyLights. In a nutshell, this thing produces positive-only recognition based on your public github activity. Like, all your public GitHub activity ever. It cites proof for the statements it makes, linking to GitHub issues/pull requests/commits/files/etc. Here are some examples: https://spinnylights.com/Tooluloope https://spinnylights.com/mastacontrola https://spinnylights.com/t0gun https://spinnylights.com/wayneworkman (my own) The slogan, "by consent" means you have control over your recognition visibility and other aspects. You approve before it goes live, and you can unpublish anytime. This separates SpinnyLights from other similar tools that don't gather consent. The idea is to use your SpinnyLights recognition to: show people what you've been up to. Feel good about your accomplishments and journey. submit as candidate-supplied material to job applications. link recruiters to it and say "Here's what I've done" another public URL to put into that "other remarks" box or that "website" field on job applications. Am I selling to you? yes and no. There are three free recognitions available to whoever takes them each day. That limit resets each day. If you don't want to wait, you can pay $29. I hope you all find it useful. I'd also appreciate any feedback that you have. Visit the site and get your recognition: https://spinnylights.com/ I look forward to seeing your SpinnyLights recognitions! Thanks, Wayne  ( 6 min )
    What was your win this week?
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    Facade Pattern — Catalog of Enterprise Application Architecture Patterns 🏢
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    Untitled
    Check out this Pen I made!  ( 5 min )
    AI-Powered AWS CloudWatch Alarm Triage Terraform Module
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    Practical ways to reduce your AWS Lambda bills
    Are you paying thousands of dollars for running Lambda functions in your AWS accounts. That's a common scenario where you start of Lambda functions as it is cheap but over time when you invoking the Lambda thousands of times, your bills just go high and you can't figure out how to reduce it. In this article, I will talk about steps you can take to reduce the cost. Before we can reduce the cost, we need to understand where the cost is coming from. Let's go through a few metrics. Invocations: How often are the Lambda functions being called? Is the architecture correct? Do you need to call it that often. Duration: How long are the functions running for each invocations? Does it need to run for so long? You can optimise but updating the memory configuration which allow the Lambda to run …  ( 8 min )
    How I Built Kerminal: A Free, Open-Source Terminal & SSH Manager with Multi-Device Sync
    As developers, we spend countless hours in terminal emulators. Whether we're SSHing into remote servers, running build scripts, or managing deployments, the terminal is our second home. But most terminal applications feel outdated, lack modern features, and don't prioritize security. That's why I built Kerminal—a modern, feature-rich terminal emulator with advanced SSH management, multi-device synchronization, and enterprise-grade encryption. In this article, I'll share the journey, the technical decisions, and the lessons learned. The story of Kerminal started with a simple, urgent need: I needed a terminal app that could manage my SSH connections and sync them across devices. Like many developers, I was juggling multiple servers and constantly switching between my work laptop, personal m…  ( 12 min )
    How Switches and Routers Actually Work: The Three Tables That Run the Internet
    Yesterday, I explained the OSI model and why each layer matters for AWS. Today, I show you what switches and routers actually do. Here is what clicked for me, Networking is not magic. It comes down to three tables and three actions. That is it. Once you understand these tables, you understand how data flows from your laptop to AWS and back. Let me show you. Before we dive into how they work, you need to understand what they do. Switches: Move data WITHIN networks Your home Wi-Fi? That is a network. All your devices (laptop, phone, printer) connect through a switch (often built into your router). The switch handles communication between devices on the same network. Routers: Move data BETWEEN networks Your home network is separate from AWS's network. A router connects these different network…  ( 17 min )
    A Practical Guide to React Suspense and Lazy Loading
    Fetching data and loading components in React has traditionally revolved around the useEffect and useState hooks, requiring manual management of loading and error states. While effective, this often leads to boilerplate code. React Suspense, combined with features like React.lazy, offers a more powerful, declarative alternative for handling asynchronous operations. Let's explore how Suspense revolutionizes both data fetching and code splitting. useEffect and useState In the conventional pattern, the component is responsible for tracking its own loading and data state. We use useState to hold the data and a loading flag, and useEffect to perform the fetch operation. import React, { useState, useEffect } from 'react'; function UserProfile({ userId }) { const [user, setUser] = useState(n…  ( 9 min )
    Practical Ways to Handle Multiple Secrets in Docker Compose—File-Style Without Swarm
    Securing secrets in your Docker-based app is critical—but the official Docker "secrets" feature is tied to Swarm, and the popular *_FILE pattern isn't supported by every image. How can you manage API keys, passwords, and tokens securely and flexibly in plain Docker Compose setups? Let's break it down. Your Image Supports the *_FILE Pattern Many official Docker images (like MySQL, Postgres, Redis) support environment variables such as DB_PASSWORD_FILE and API_TOKEN_FILE. This is the easiest and most secure way to mount secrets. Steps: Create secret files: echo "db-password-here" > db_password.txt echo "api-token-here" > api_token.txt Reference secrets in docker-compose.yml: version: '3.8' services: db: image: mysql secrets: - db_password …  ( 7 min )
    Jeff Su: 4 ChatGPT Hacks that Cut My Workload in Half
    Tired of endless prompt tweaking? Jeff Su rolls out four killer ChatGPT hacks—Prompt Reversal, the 5-Minute Amplifier, the Red Team Technique, and Blueprint Scaffolding—that slash your AI workflow in half with real-world examples you can steal today. These tricks let you reverse-engineer your best prompts, instantly spin one piece of content into multiple formats, get AI to critique its own work, and force it to map out its reasoning before executing. Whether you’re in marketing, dev, or any other industry, you’ll be done faster and with better results. Watch on YouTube  ( 6 min )
    👋🏾 From Ghana to Full-Stack: My Journey as a Self-Taught Developer
    Hey everyone 👋🏾 Godfred Kwesi Agyeman (@kwesithedev), a full-stack JavaScript developer from Ghana 🇬🇭. I’ve been on a mission to turn my ideas into real, working products — and to grow into a developer who can build things that actually solve problems. I’m currently learning through the FullStackOpen course, but most of my focus right now is on building projects and real-world experience. My current stack includes: React & Next.js for frontend and full-stack apps Node.js for backend APIs Supabase & Firebase for auth and data MongoDB (and learning PostgreSQL + Prisma soon) TailwindCSS for fast, clean UI design React Native for mobile apps I’m also getting deeper into payment integrations — things like Stripe, Paystack, and Flutterwave — because I want to build products that can actually transact and make money. Why I’m Here To be honest, I’ve dealt with imposter syndrome and a lack of resources — but I’ve learned that building real projects is the best way to learn and grow. So this space (and this post) marks the start of me: Sharing my journey as I learn, build, and grow Posting about what I create and what I learn from it Connecting with other devs who are doing the same I believe that being open about the process — the wins and the mistakes — helps others and keeps me accountable. My Goals In the coming months, I’m focused on: Building a strong project portfolio that shows real skills Finding freelance gigs or collaborations Gaining consistent income through my work as a developer Growing into a developer who contributes to both local and global tech communities Let’s Connect If you’re also learning, building, or freelancing — I’d love to connect, learn from you, or collaborate on projects. You can find me here: LinkedIn 💻 GitHub 🐦 Twitter (X) Thanks for reading! If you’re on a similar journey, drop a comment — I’d love to hear where you’re at and what you’re building.  ( 7 min )
    Prompt Engineering Certification: What You Need to Know Before Getting Certified
    Generative AI provided the easiest way to interact with artificial intelligence through prompts. You can enter few prompts and get the exact information you need from generative AI tools like ChatGPT. With the right prompt engineering certification course, you can learn how to create the perfect prompts that make AI models generate accurate results. Prompt engineering has emerged as a promising discipline in the domain of artificial intelligence for empowering AI models. You might assume that prompt engineering only requires asking the right questions. However, there are many things you must learn before pursuing any professional certification in prompt engineering. The first thing you must know before getting certified in prompt engineering is the list of responsibilities of prompt engin…  ( 8 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    The 25 Best Movies of the Century No. 6 – Mulholland Drive Hosts Sean Fennessey and Amanda Dobbins pick up their year-long countdown to celebrate David Lynch’s Mulholland Drive, ranking it among the 21st century’s finest surrealist films. They gush over Naomi Watts’s stunning breakout turn and dish on all the wild conspiracy theories and head-scratching interpretations that keep viewers coming back. What makes Mulholland Drive so unforgettable? It masterfully fuses small-town Americana and classic Hollywood glamour with European surrealism and sinister outsider art, creating an endlessly mysterious, gorgeously dreamlike ride that still baffles—and enchants—audiences today. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    CinemaSins is back with a tongue-in-cheek Halloween special, promising to roast one of the year’s greatest genre films in under 15 minutes. They’ll point out every “sin,” dish out a few laughs, and celebrate why the movie rules—because even the best flicks aren’t immune to a little fun. For more mischief, they link to their website, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), social media, a fan poll, and Patreon. The blurb also credits their team of writers and invites you to join their Discord, Reddit, and other socials for all things CinemaSins. Watch on YouTube  ( 6 min )
    MoM: Mixtures of Scenario-Aware Document Memories for Retrieval-AugmentedGeneration Systems
    How AI Is Learning to Read Like a Human Ever wondered why chatbots sometimes miss the point? Scientists have discovered a new way to teach AI to “read” documents the way we do, turning scattered text into a clear story. It’s a step toward AI that truly understands context, making everyday interactions smoother and more reliable. Imagine a world where every digital helper reads with human insight—the future is already turning pages. Read article comprehensive review in Paperium.net: MoM: Mixtures of Scenario-Aware Document Memories for Retrieval-AugmentedGeneration Systems 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 19 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less CinemaSins just dropped their latest “Everything Wrong With…” video, this time rolling through every nitpick in Thunderbolts (aka The New Avengers) in under 20 minutes. They rack up a hefty list of “sins,” but surprise—they might actually think the movie’s kinda great after all. Writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel bring the heat, and you can get in on the fun via their poll, Patreon support, Discord, Reddit and every social channel under the sun. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage takes you from jungle hunts to a scorching, crime-riddled Los Angeles where Danny Glover leads the charge against an even more vicious Predator (with a cameo by Gary Busey). It’s a fresh, fun twist on the franchise that works if you’re up for something different than Arnold in the jungle. For early videos, bonus podcasts, movie commentaries and Let’s Plays, head to bigsandwich.co. Catch the extended audio edition on YouTube, follow the hosts on Twitter, subscribe to the channel, support on Patreon, or grab some merch while you’re at it! Watch on YouTube  ( 6 min )
    A Full-Stack Developer Is A Myth
    We've all seen the job postings. "Looking for a Full-Stack Developer proficient in React, Vue, Angular, Node.js, Python, Django, Ruby on Rails, PostgreSQL, MongoDB, Redis, Docker, Kubernetes, AWS, Azure, GCP, CI/CD, microservices architecture, and oh—can you also design in Figma? Must have 10 years of experience with technologies invented 3 years ago." Let me be blunt: true mastery across the entire modern technology stack is a myth. And it's time we stopped pretending otherwise. The emperor has no stack, and we're all too polite to mention it. Twenty years ago, being a "full-stack" developer meant knowing HTML, CSS, JavaScript, PHP, and MySQL. You could reasonably master this stack in a few years. The tech stack was a humble sandwich. Life was simple. Developers were happy. Nobody had hea…  ( 11 min )
    How to Integrate SafeLine WAF with Ingress-Nginx in Kubernetes
    If you're running workloads in Kubernetes, you’re probably already using Ingress-Nginx to manage external access to your services. But as your apps grow, so does the need to protect them from real-world threats like SQL injection, XSS, and RCE attacks. That’s where SafeLine Community Edition comes in — a free, high-performance Web Application Firewall (WAF) you can easily integrate with Ingress-Nginx to add an extra layer of security. In this guide, we’ll walk through how to connect SafeLine with Ingress-Nginx, using either Helm or a custom image build. Before you begin, make sure: You’re running SafeLine version ≥ 5.6.0 You have access to a Kubernetes cluster You have kubectl and Helm installed Step 1: Prepare SafeLine Configuration We’ll use a ConfigMap to define the Sa…  ( 7 min )
    Using the Fetch API
    Back in the day, we used XMLHttpRequest to call APIs. Fetch API instead — it gives us a JavaScript Interface to handle HTTP request more cleanly. Let's take a look at how to use it. Here's the basic flow: Specify the URL you want to call. The first then gets a promise — you use response.json() to parse the response as JSON. The second then handles the parsed JSON data. If the fetch runs into an error that's not a 4xx or 5xx response, the catch block will handle it. fetch("http://example.com/movies.json") .then(response => { return response.json(); }) .then(json => { console.log(json); }) .catch(error => { console.error(error); }); If the server responds with JSON, you'll need to call response.json() to parse and return it as JSON. arrayBu…  ( 8 min )
    Wireframe-UI: UI Components for Rapid Prototyping in Code
    wireframe-ui: A set of wireframe components you can copy and paste into your React/Next.js projects. Key features: ✂️ Copy-paste components via shadcn CLI 🎨 Wireframe helpers for placeholder content ⚡ Customize with props and Tailwind classes ♿ Radix UI primitives for accessibility 📦 No package dependencies to manage 🔧 Full control over component code Components install individually so you only add what you need. The wireframe aesthetic keeps you focused on structure during prototyping, then you can refine the styling for production. 👉 Blog Post 👉 GitHub Repo 👉 Live Demo  ( 6 min )
    Why I'm Still Using jQuery in 2025 (Never gonna give you up)
    While grinding through the monumental JuggleBee upgrade, one of the recurring debates was: what do we modernize, and what do we leave the heck alone? Plenty got a shiny new coat of paint (see my earlier posts for all the juicy details), but one area I deliberately left untouched was the frontend JavaScript. These days, jQuery is seen as a relic of a bygone era — a noble steed well past its sell-by date. Hotwire now ships as the Rails 8 default, and heavyweight contenders like React and Vue have taken over the frontend spotlight. So why didn’t I replace it with Hotwire or Stimulus when doing the big Rails 8 overhaul? Because honestly... it still slaps. Sure, jQuery has fallen out of favour, and yes, I could’ve followed the modern path. But here’s the reality: It still works. Flawlessly. The…  ( 9 min )
    Most prompts fail, not because AI is weak, but because our thinking isn’t structured enough. Most people don’t get bad AI outputs because AI is limited; they get bad outputs because their thinking is limited.
    Why Most Prompts Don’t Work (And How I Fix Them in 5 Steps) Jaideep Parashar ・ Nov 7 #ai #promptengineering #discuss #productivity  ( 7 min )
    Why SafeLine WAF Should Be on Every Developer’s Radar
    In today’s fast-paced digital world, cybersecurity isn’t just an enterprise concern — it’s something every developer and business owner needs to think about. From hobby projects to large-scale apps, web security is no longer optional. That’s where Web Application Firewalls (WAFs) come in — and among them, SafeLine is making waves with its blend of power, performance, and simplicity. SafeLine, developed by Chaitin Tech, is a high-performance, self-hosted Web Application Firewall (WAF) designed to defend against real-world attacks in real time. Unlike traditional WAFs that just block traffic, SafeLine goes further — offering detailed reports, live monitoring, and deep analysis so you can understand your attack surface and strengthen your defenses before incidents happen. SafeLine blocks…  ( 7 min )
    Why Most Prompts Don’t Work (And How I Fix Them in 5 Steps)
    Most people think prompting is about “typing better sentences into ChatGPT.” That mindset is exactly why their prompts fail. The truth is uncomfortable, but it needs to be said: Most people don’t get bad AI outputs because AI is limited; they get bad outputs because their thinking is limited. Prompting isn’t a trick. Once you understand this, AI stops feeling like a gamble and starts becoming a precision tool. Let me show you why most prompts fail, and the 5-step method I use to fix them. The Real Reason Prompts Don’t Work Weak prompts have one or more of these problems: Vague Input: “Write an article on AI.” No Context: AI doesn’t know who you are, who it’s for, or why it matters. Zero Constraints: Without boundaries, AI produces generic filler. No Expected Outcome: If you don’t define “g…  ( 9 min )
    How to Remove Page Breaks in a Worksheet
    Excel worksheets are powerful tools for data management, but when it comes to printing or generating reports, Excel Page Breaks can quickly become a source of frustration. Unwanted page breaks can disrupt layouts, split critical data across pages, and ultimately lead to unprofessional-looking documents. For developers and data analysts working with .NET, manually adjusting these breaks is inefficient and prone to errors, especially when dealing with dynamic or large datasets. This article dives into a practical and automated solution: using Spire.XLS for .NET to programmatically remove page breaks in C#. This approach offers precise control and streamlines your workflow, ensuring your Excel outputs are always perfectly formatted. Page breaks in Excel serve a crucial function: they define w…  ( 9 min )
    How unlimited AI transcription tools are breaking academic barriers — and why time limits on lecture transcription hurt students, researchers, and accessibility.
    How to Transcribe Long Audio Files or Lectures Without Time Limits: The Complete Guide for Students and Researchers NeverCap ・ Nov 7 #ai #programming #productivity #webdev  ( 6 min )
    Optimizing Docker for High Security: Combining Docker and SafeLine
    Docker is an open-source application container engine built with Go and follows the Apache 2.0 protocol. It enables developers to package their applications and dependencies into lightweight, portable containers. These containers can be deployed on any popular Linux machine, offering a form of lightweight virtualization. Each container operates in complete isolation (similar to iPhone apps), and most importantly, the performance overhead is minimal. Here’s how to install Docker on CentOS: curl -fsSL https://get.docker.com | bash -s docker --mirror Aliyun sudo yum-config-manager --add-repo http://mirrors.aliyun.com/docker-ce/linux/centos/docker-ce.repo sudo yum install -y yum-utils device-mapper-persistent-data lvm2 yum remove docker docker-client docker-common docker-latest docker-en…  ( 8 min )
    HarmonyOS Development Guide: Implementing User Personalized Settings Storage with Preferences
    Read the original article:HarmonyOS Development Guide: Implementing User Personalized Settings Storage with Preferences Preface What is Preferences Core Features Applicable Scenarios Case Demonstration Feature Flow Effect Preview Code Implementation Step 1: Project Initialization 1.1 Importing Required Modules 1.2 Defining Type APIs 1.3 Implementing Initialization Function 1.4 Lifecycle Integration Step 2: Loading Main Page Styles 2.1 Importing Dependency Modules 2.2 Implementing Style Loading Logic Step 3: Implementing Theme Settings Page 3.1 Full Page Code 3.2 Core Feature Analysis Key Takeaways Summary Core Points Practical Value Best Practice Recommendations Hello everyone, I am Ruocheng. Welcome to the HarmonyOS Practical Development Series. This series aims to provide develop…  ( 11 min )
    How to Set Up Config Auto Sync
    SafeLine version 7.x introduces a config auto sync feature, allowing you to set up master and slave nodes. This feature automatically synchronizes the master node's configuration to slave nodes every minute. In case the master node fails, users can manually switch traffic, enabling slave nodes to immediately handle business traffic. Verify that the SafeLine versions on both master and slave nodes are identical (including minor version numbers) Ensure that the SafeLine licenses on both master and slave nodes are consistent (both professional version) Verify network communication between master and slave nodes is operational Setting Up the Master Node Designate one device as the master node View the commands that need to be executed on the slave node. Save these commands as you will need to execute them on the slave node machine Setting Up the Slave Node Designate a device as the slave node Execute the binding command obtained from the master node on the slave node — you must get this command from the master node console as described above Check the result after execution. The image below shows successful execution Note that the slave node cannot modify configurations (operations are disabled by default). Test configuration synchronization by making changes on the master node and checking whether they are successfully synchronized to the slave node. Note: Configuration synchronization does not include logs and statistical information. Click the unbind button on the right to disconnect configuration synchronization. There is no limit to the number of slave devices. GitHub Repository: https://ly.safepoint.cloud/rZGPJRF https://ly.safepoint.cloud/eGtfrcF https://ly.safepoint.cloud/DQywpL7  ( 6 min )
    Qartographer: Quantum Chip Design... Reimagined!
    Qartographer: Automating the Hardware Design Bottleneck for Scalable Quantum Chips Hello Dev.To community! This is Adyoth Sural, a quantum computing enthusiast and researcher hoping to garner more attention to my passion project Qartographer(Phonetic: kar-TOG-ruh-fer, IPA: /kärˈtäɡrəfər/). Why? Because community is everything—especially when tackling hardware challenges at the intersection of physics and software! Building a functional, large-scale quantum computer is a massive challenge. While the qubits themselves get all the attention, the real bottleneck is the physical design—specifically the ancillary control layout. This layout is the dense, intricate network of drive and readout wires needed to operate every qubit. As we scale from a handful of qubits to thousands, manual routing…  ( 7 min )
    Building Eventra: My First Hackathon Journey with Hedera The Challenge
    The Challenge When I joined my first hackathon with Hedera, I had no idea what I was getting into. Grouped with talented individuals, we faced the ultimate challenge: solve a real problem, benefit the community, and leverage Hedera’s technology—all while learning entirely new technologies from scratch. The Problem We Tackled In Nigeria, 10.3% of the population owns or uses cryptocurrency, but most don’t know how to use it for everyday purchases like event tickets. We asked ourselves: How do we build a platform that serves both Web3 natives and complete beginners? Enter Eventra - a fraud-proof, fast, and fair event ticketing platform built on Hedera Hashgraph. What is Eventra? • Prevents ticket fraud - Every ticket is an NFT, impossible to duplicate • Enables dual payments - Users can pay …  ( 8 min )
    Beyond the Limits: Super-Resolution Ultrasound with AI
    Beyond the Limits: Super-Resolution Ultrasound with AI Imagine needing crystal-clear vision, but your glasses only allow a blurry view. Traditional ultrasound faces a similar challenge: low-cost sensors often capture limited frequency ranges, resulting in fuzzy images lacking crucial detail. What if we could use AI to digitally enhance these blurry images, revealing hidden structures and improving diagnostic accuracy? The core idea is to train a deep learning model, specifically an autoencoder leveraging transformer architectures, to learn the relationship between low-resolution and high-resolution ultrasound data. The model acts like a sophisticated "translator," taking in the limited data and reconstructing a far richer image. It's akin to teaching an AI to "see" the missing frequenci…  ( 7 min )
    Virtual Music Lessons: A Modern Way to Learn With Freedom, Confidence, and Connection
    Virtual Lessons: A Modern Way to Learn With Freedom, Confidence, and Connection When I first started exploring the idea of virtual lessons, I’ll be honest—I didn’t think it would compare to learning in person. I imagined screens creating distance, technology causing confusion, and lessons feeling disconnected. But as soon as I actually began taking (and later teaching) virtual lessons, my entire perspective changed. Virtual music lessons aren’t just a replacement for traditional learning—they’re their own powerful experience. They are flexible, efficient, comfortable, and deeply personal. In a world where time moves fast and schedules are full, virtual learning gives us something priceless: the chance to grow without stopping our lives to do it. Whether someone is learning music, academi…  ( 9 min )
    Unlocking Developer Revenue: AI Monetization with Dual Earnings for LLM Apps
    Monetizing AI Conversations: How Monetzly is Changing the Game Imagine a world where ads are not interruptions but helpful suggestions that enhance your AI-powered conversation. This is the promise of Monetzly, the first dual-earning platform tailored for developers of AI applications. With the explosion of AI applications, the challenge of monetization has become more pressing than ever. Many developers struggle to find sustainable revenue streams without alienating users through intrusive ads or paywalls. Monetzly addresses this pain point by introducing context-aware commerce, transforming how ads are integrated into AI conversations. Monetzly stands out as the first platform that allows developers to monetize their applications while simultaneously hosting relevant ads. This dual-ea…  ( 7 min )
    Build a Highly Available Pi-hole Cluster with Ansible (VRRP)
    Step-by-step guide to prepare two Linux hosts, then use Ansible to deploy a highly available Pi-hole pair with keepalived (VRRP) and a Virtual IP, plus config sync and validation - powered by my open-source playbook: ansible-pihole-cluster Go to the official Rocky Linux Download page: pick ARM (aarch64). Scroll to the Raspberry Pi Images section and download the image for your Pi. You can use balenaEtcher (what I use below), or Raspberry Pi Imager—both work. Install/open balenaEtcher. Flash from file → pick the Rocky Linux RPi image. Select target → choose your microSD card. Flash! → wait for completion. Open Raspberry Pi Imager. Click Choose OS → Use custom and select the Rocky Linux RPi image. Choose your microSD card and Next. When asked “Would you like to apply OS customisation settin…  ( 10 min )
    🚀 I Built a Full SaaS App in 10 Minutes Using Blink.new — No Code, No Team, No Stress
    What if launching your startup didn't need a developer? That's what I asked myself a few weeks ago — and then I found Blink.new. I've tested dozens of AI builders and no-code tools before. Most of them stop at prototypes. But Blink? It builds production-ready apps — with a backend, database, authentication, and even payments — all from a single prompt. Blink.new is an AI-powered app builder that turns your ideas into full apps in minutes — just by chatting. No setup. No API keys. No frameworks to install. You describe what you want — Blink does the rest: Generates the frontend and backend Sets up database, authentication, and API routes Deploys it live instantly It's like having an entire dev team compressed into one conversation. I wanted to see how far it could go — so I asked Blink …  ( 8 min )
    How Reddit Shaped v1.1 of My Open-Source Secrets Scanner
    For the past month I’ve been building a small open-source project: I posted the early version on Reddit — and honestly, the feedback changed everything. The Feedback (What People Asked For): “It only catches provider signatures — what about generic JWTs/passwords?” This was gold. So I went back, reworked the scanner, and shipped v1.1. What’s New in v1.1? Generic JWT & Password Detection The scanner now detects: JWTs (header.payload.signature) Generic tokens suspicious KEY=xxx patterns high-entropy secrets accidental passwords in code No more relying only on predefined provider regexes. .secrets-policy.json Support Each repo can now define its own policy: { "ignore_patterns": ["tests/*", ".md"], You can customize: what files to ignore SARIF Support (for GitHub / CI) Now you can run: python -m app.cli --all --sarif results.sarif And upload the report into GitHub’s code scanning interface. Better CLI UX Redacted snippets Baseline support More precise pattern labels Cleaner output Better exit codes for CI/pre-commit Why Local-First Matters Most scanners notify you after pushing to GitHub. the key is public Local-first scanning is the missing piece in most workflows. Try It GitHub repo: https://github.com/AMOSFinds/secrets-scanner Live UI demo (self-hosted version): https://secrets-scanner-jlw2.onrender.com I’d love feedback, especially from DevSecOps folks who care about pre-commit workflows and CI automation.  ( 6 min )
    MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal MathematicalReasoning
    How AI Learned to Sketch Math Like a Human Ever wondered why a computer can chat but still fumbles when asked to solve a geometry puzzle? Researchers have created a new system called MathCanvas that teaches AI to draw and edit diagrams just like a student with a pencil and paper. This breakthrough could change how we learn, teach, and even design software that talks and draws at the same time. Imagine a future where every math question comes with a perfect diagram, right at your fingertips. Read article comprehensive review in Paperium.net: MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal MathematicalReasoning 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 19 min )
    dev diary 20251106
    the basic explaination of AWS Amplify is : AWS Amplify is a tool and service platform from Amazon Web Services (AWS) that helps developers build, deploy, and manage web and mobile applications easily and quickly. It simplifies the development process by providing ready-to-use backend services (like user authentication, databases, APIs, and storage) and frontend libraries that connect your app to those services. Essentially, it allows you to create full-stack applications without managing traditional server infrastructure. Here is a simple overview of how AWS Amplify works for beginners: You start by setting up an AWS account and installing the Amplify command line tool (CLI) on your computer. Then, you create a new Amplify project in your app folder with commands through CLI. You can add b…  ( 7 min )
    NPR Music: The Doobie Brothers: Tiny Desk Concert
    The Doobie Brothers rolled into NPR’s Tiny Desk with the same swagger that’s kept them rocking for over 50 years. Kicking off with “Takin’ It to the Streets,” Tom Johnston even joked they were outshining last night’s Jones Beach show. They tore through classics “Black Water” and “Listen to the Music,” and debuted “Angels & Mercy” from their reunited album, Walk This Road. Backing the Hall-of-Famers—Johnston, Michael McDonald, Patrick Simmons and John McFee—was a tight crew of musicians (hello, sax and conga!), while NPR’s Tiny Desk squad captured every intimate moment. It’s proof that even legends still get a thrill from playing in an office. Watch on YouTube  ( 6 min )
    AI Development Maturity Model
    As AI-assisted development matures, developers evolve from manual coding to strategic orchestration. The AI Development Maturity Model (AIDMM) defines five levels of evolution, from purely human to fully autonomous AI-driven codebases. Benchmark your AI adoption across projects. Prioritize investment in automation and oversight. Define new metrics like AI contribution ratio and review autonomy. Foster trust through auditable maturity levels. Level Name Typical Use Case ⚙️ 0 Human-Only Development Legacy systems, compliance-heavy code 💬 1 AI-Inspired Development Brainstormings, study, Proof-of-Concept 🤝 2 AI-Collaborative Development Real life projects, personal or enterprise 🤖 3 AI-Delegated Development PR bots, repo agents, async automation ⚡️ 4 Fully Autono…  ( 7 min )
  • Open

    U.S. Fed's Miran Says Policy Needs to Adjust to Stablecoin Boom That Could Reach $3T
    The Federal Reserve governor argued that stablecoins' increasing demand for dollar-tied assets such as Treasuries will force monetary policy decisions.  ( 31 min )
    Crypto Markets Manage Modest Move Higher Friday, Trimming Weekly Losses
    Fully satiated shorts were likely booking some profits, but there was a bit of bullish news on the tape as well.  ( 30 min )
    SUI Surges 7% to Break Key Resistance as Broader Market Slips
    Low trading volume suggests ‘targeted accumulation’ by whales or institutional players as SUI defies the CD5 index.  ( 30 min )
    JPMorgan Boosts Bitcoin ETF Holdings by 64% in Latest Filing
    The bank disclosed a $343 million stake in iShares Bitcoin Trust, signaling continued institutional demand for bitcoin exposure  ( 29 min )
    Polymarket’s Trading Volume May Be 25% Fake, Columbia Study Finds
    Nearly 60% of weekly trades in December 2024 were flagged as likely wash trading, with coordinated networks of 43,000 wallets detected.  ( 32 min )
    ICP Jumps 7.9% to $7.77 as Breakout Rally Extends on Heavy Volume
    Internet Computer advances 7.88% to $7.77 as trading volume soars 261% above average, signaling sustained bullish momentum and trend continuation.  ( 30 min )
    HBAR Edges Lower 2.3% to $0.164 Amid Bearish Outlook
    Hedera's native token shows range-bound trading with late-session recovery attempt before hitting resistance at key technical levels.  ( 30 min )
    XLM Consolidates After Volatile Session Tests Key Support
    Recent price action shows institutional accumulation signals as volume surges 78% above average during resistance test.  ( 31 min )
    BNB Drops to Key Support Level Above $930 as Markets React to Liquidity Pressures
    BNB's ability to stay above its key $930 support may reflect confidence in the network's adoption, but a break above $975 could be needed to reopen the path toward recent highs.  ( 32 min )
    Bitcoin Defi Gets Another Institutional Boost Through Anchorage Digital Custody
    Anchorage Digital is opening institutional pathways into Bitcoin-native DeFi, providing a regulated gateway to BOB’s hybrid Bitcoin–Ethereum ecosystem.  ( 30 min )
    CoinDesk 20 Performance Update: AAVE Falls 3.5% as Index Trades Lower
    Solana (SOL) was also among the underperformers, declining 2.4% from Thursday.  ( 27 min )
    Strategy Adds Europe to Capital Raising Efforts, Securing $715M in Newest Preferred Offering
    Dubbed "stream," STRE is the company's latest preferred series as Michael Saylor and team begin raising funds overseas for more bitcoin purchases.  ( 31 min )
    Stop Chasing DeFi Yields and Start Doing the Math
    The DeFi industry has trained everyone to optimize for headline APY numbers while burying the costs that determine your returns, argues Blueprint Finance CEO Nic Roberts-Huntley  ( 33 min )
    Japan Regulator to Support Country's 3 Largest Banks in Stablecoin Issuance
    Japan's financial regulator, FSA, said the venture will see MUFG, SMBC and Mizuho explore the joint issuance of a stablecoin as an electronic payment instrument.  ( 29 min )
    Ex-Alameda Co-Founder's Crypto Trading Firm Lantern Ventures Said to Be Winding Down Funds
    A number of the firm's staff are likely to lose their jobs, according to a person familiar with the matter.  ( 30 min )
    Risk Assets Lose Appeal: Crypto Daybook Americas
    Your day-ahead look for Nov. 7, 2025  ( 35 min )
    Crypto Markets Today: Bitcoin Holds $100K as Altcoins Extend Losses, AI Tokens Defy Trend
    Bitcoin’s slide to $100,600 caps another week of losses due to renewed Fed caution. Ether and most altcoins are struggling, though AI-linked tokens are seeing outsized gains.  ( 33 min )
    U.S. Bitcoin ETF Flows Turn Positive After Six Days of Outflows
    U.S. bitcoin ETFs record $240 million in inflows as market sentiment faces pressure from the ongoing government shutdown.  ( 30 min )
    IREN Shares Rise in Pre-Market Trading on Earnings Report, AI Growth Outlook
    The company is targeting $3.4 billion in AI Cloud ARR by end of 2026 with expansion to 140,000 GPUs and strengthened financing position.  ( 31 min )
    Filecoin Soars 70% After Breaking Through $2 as DePIN Sector Rallies
    Technical breakout occurred on exceptional volume as decentralized storage tokens demonstrated sector leadership over mixed crypto markets.  ( 30 min )
    Robinhood’s Crypto Revenue Miss Tempers Solid Quarter: JPMorgan
    The Wall Street bank lifted its HOOD price target to $130 and reiterated its neutral rating on the stock.  ( 29 min )
    Bitcoin Weakness Sends a Warning to Stocks, but Liquidity May Soon Turn, Citi Says
    The Wall Street bank said fading crypto momentum could be flagging trouble for equities, though improving liquidity may revive the year-end rally.  ( 30 min )
    Market Maker Flowdesk Says Crypto Credit Is Finding a Fragile Balance
    DeFi lenders are deleveraging but not retreating, with borrowing demand for majors like SOL and BTC staying firm and yields compressing across Maple and JitoSOL.  ( 29 min )
    Elon Musk’s $1 Trillion Pay Vote Sparks ‘TRILLIONS’ Token Frenzy
    Tesla’s shareholder approval — with over 75% support — follows months of debate over Musk’s expanding influence across Tesla, xAI, SpaceX, and X (formerly Twitter).  ( 30 min )
    Zcash Breaks Into Top-20 Crypto List, Hits $600 for First Time Since 2018
    Daily trading volume has jumped to over $1.8 billion, with liquidity deepening across major venues such as Binance, Hyperliquid, and Bybit.  ( 30 min )
    Bitcoin Holds $102K, SOL, XRP, DOGE Pullback as AI Valuations Draw Scrutiny
    Traders say sentiment remains fragile as stronger U.S. dollar flows and persistent macro uncertainty continue to pressure risk assets.  ( 31 min )
    Ether Falls to $3,331 as Support Snaps Amid $1.37B Whale Accumulation
    A sharp 3.3% decline pushed ether below a key support level, but institutional whales bought the dip, signaling long-term confidence despite technical breakdowns.  ( 30 min )
    Dogecoin ETF Could Go Live in U.S. Soon, But DOGE Technicals Draw Bearish Picture For Now
    Technical indicators suggest bearish control, with traders watching key support levels and potential ETF-driven volatility.  ( 32 min )
    XRP Breakdown Sends Ripple-Linked Token Toward $2.20 Defense Zone
    The breakdown unfolded alongside a surge in trading volume that reached 137.4 million, representing an 84% spike above the daily average.  ( 32 min )
    BTC Market Now 'Extremely Bearish,' Says QCP: Asia Morning Briefing
    On-chain metrics shows BTC entering an “extremely bearish” phase, with potential downside to $91K or even $72K if key support fails, though Glassnode sees it as a mid-cycle correction rather than full capitulation.  ( 31 min )
  • Open

    VPNs vs Proxies: What are the Differences?
    In the age of online privacy, two tools are often mentioned together: VPNs and proxies. Both hide your IP address and help you browse the internet more privately, but they work in different ways and serve different purposes. From simple security to w...  ( 7 min )
    The State of Bluetooth in 2025: What’s New, What’s Possible, and How to Use It
    Introduction: Why Bluetooth Still Matters You probably don’t even think about Bluetooth anymore. It’s just there, quietly doing its job every single day. It’s what keeps your earbuds connected, your smartwatch synced, your car infotainment system tal...  ( 27 min )
    How to Choose the Right LLM for Your Projects: A Guide to Effective Model Benchmarking
    When you start building with LLMs, it quickly becomes clear that not all models behave the same. One model may excel at creative writing but struggle with technical precision. Another might be thoughtful yet verbose. A third could be fast and efficie...  ( 11 min )
    How I Built a Makaton AI Companion Using Gemini Nano and the Gemini API
    When I started my research on AI systems that could translate Makaton (a sign and symbol language designed to support speech and communication), I wanted to bridge a gap in accessibility for learners with speech or language difficulties. Over time, t...  ( 19 min )
    Applying into the void with recruiter admin Abbey Perini [Podcast #196]
    Abbey Perini taught herself programming at age 27 while working as an admin at an engineering recruitment agency. She has worked extensively with large legacy codebases and taught best practices to developers internationally. We talk about: How to h...  ( 4 min )
    How to Structure Your README File – README Template Example
    As a developer who aspires to be a founder, building your first startup can be filled with excitement and ideas. The worst thing that could happen to you is jumping straight into the coding part. I was in this situation and the last thing on my mind ...  ( 9 min )
  • Open

    The Download: a new home under the sea, and cloning pets
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. The first new subsea habitat in 40 years is about to launch Vanguard feels and smells like a new RV. It has long, gray banquettes that convert into bunks, a microwave cleverly hidden…  ( 21 min )
    The first new subsea habitat in 40 years is about to launch
    Vanguard feels and smells like a new RV. It has long, gray banquettes that convert into bunks, a microwave cleverly hidden under a counter, a functional steel sink with a French press and crockery above. A weird little toilet hides behind a curtain. But some clues hint that you can’t just fire up Vanguard’s engine…  ( 26 min )
    Cloning isn’t just for celebrity pets like Tom Brady’s dog
    This week, we heard that Tom Brady had his dog cloned. The former quarterback revealed that his Junie is actually a clone of Lua, a pit bull mix that died in 2023. Brady’s announcement follows those of celebrities like Paris Hilton and Barbra Streisand, who also famously cloned their pet dogs. But some believe there…  ( 22 min )
  • Open

    Fahmi: Meta Must Explain Report On Alleged 10% Earnings Tied To Scam, Gambling Ads
    Communications Minister Fahmi Fadzil has called on Meta to provide a full explanation following a recent report by Reuters. He described it as “very worrying” and “explosive,” saying it paints a troubling picture of Meta profiting from unlawful content that breaches Malaysian law. The minister stressed that the government will open an investigation and summon […] The post Fahmi: Meta Must Explain Report On Alleged 10% Earnings Tied To Scam, Gambling Ads appeared first on Lowyat.NET.  ( 35 min )
    US Reportedly Blocks NVIDIA B30A AI Chip Sales To China
    The US has reportedly moved to block NVIDIA from selling its scaled-down AI chip to China. According to reports from Reuters and The Information, the White House has informed federal agencies not to approve export licences for the component, effectively halting its sale to Chinese firms. The chip in question, known as the B30A, targets […] The post US Reportedly Blocks NVIDIA B30A AI Chip Sales To China appeared first on Lowyat.NET.  ( 34 min )
    nubia V80 Design Launches In Malaysia; Priced At RM569
    nubia has officially launched its newest smartphone model, the nubia V80 Design, for the Malaysian market. Ripping the band-aid off, the design is somewhat reminiscent of a particular premium smartphone, which isn’t surprising considering the recently released nubia Air. At least this phone has some proper AI features. Starting with the display, the nubia V80 […] The post nubia V80 Design Launches In Malaysia; Priced At RM569 appeared first on Lowyat.NET.  ( 34 min )
    Malaysia Now Has A Second Chip Design Park In Cyberjaya
    Last year, we saw the announcement of a chip design hub in Puchong, Selangor last year. It was the first of its kind, and now it’s no longer the only one. This is because an integrated circuit (IC) design park has been announced in CoPlace 9, Cyberjaya. Prime Minister Anwar Ibrahim officiated the launch of […] The post Malaysia Now Has A Second Chip Design Park In Cyberjaya appeared first on Lowyat.NET.  ( 34 min )
    realme GT 8 Pro To Launch In India 20 November 2025
    The realme GT 8 Pro made its official debut in China last month. Currently, the brand is preparing for the device’s global release. According to GSMArena, the launch is slated for 20 November 2025. However, this date is for an event in India, with no indication that the phone will launch elsewhere at the same […] The post realme GT 8 Pro To Launch In India 20 November 2025 appeared first on Lowyat.NET.  ( 35 min )
    Elon Musk: Tesla Roadster 2 Unveiling To Happen On 1 April 2026
    Elon Musk has announced that the Tesla Roadster is expected to be unveiled on 1 April 2026 (yes, on April Fool’s Day) at the automaker’s 2025 Annual Meeting. “I have some deniability, because I could say I was just kidding,” he added. “But we are actually tentatively aiming for April 1 for what I think […] The post Elon Musk: Tesla Roadster 2 Unveiling To Happen On 1 April 2026 appeared first on Lowyat.NET.  ( 34 min )
    Upcoming Huawei FreeBuds Pro 5 To Feature NearLink Audio Tech
    Coinciding with the Mate 70 Air, Huawei announced the FreeBuds Pro 5 on Weibo. As its name suggests, these TWS buds will serve as the successor to last year’s FreeBuds Pro 4. Unfortunately, Huawei has not yet revealed the full specifications of the device, perhaps saving it for its full launch later this month in […] The post Upcoming Huawei FreeBuds Pro 5 To Feature NearLink Audio Tech appeared first on Lowyat.NET.  ( 34 min )
    Tesla Expands Its Presence To East Malaysia
    Tesla is expanding its presence in Malaysia, as the automaker is making the necessary arrangements for its entry into East Malaysia, particularly in Kuching, Sarawak. This came to light when the company advertised job opportunities for Senior Tesla Sales Advisor positions on both JobStreet and Moka HR. Just to recap, the first Tesla Centre in […] The post Tesla Expands Its Presence To East Malaysia appeared first on Lowyat.NET.  ( 34 min )
    WhatsApp Tests Sending Messages To Users On Other Apps
    We previously saw reports of WhatsApp testing guest chats for people who are not users of the app. In a similar vein, the Meta subsidiary is working on letting users send messages to users of other messaging apps. And it looks like some beta testers in Europe already have access to it. WABetaInfo reports that […] The post WhatsApp Tests Sending Messages To Users On Other Apps appeared first on Lowyat.NET.  ( 34 min )
    Report Claims Meta Made US$16 Billion From Scam Ads
    Last year, Meta internally projected that 10% of its overall annual revenue — which was estimated to be US$16 billion (~RM66 billion) — came from running fraudulent ads, according to a report from Reuters. Not only that, but the publication further claims that Meta “failed to identify and stop an avalanche of ads” and allowed […] The post Report Claims Meta Made US$16 Billion From Scam Ads appeared first on Lowyat.NET.  ( 35 min )
    Nissan Serena C28 e-Power Spotted In Malaysia, Hinting At Possible Local Debut
    The Nissan Serena C28 e-Power hybrid has been spotted on Malaysian roads, hinting at a possible local debut in the near future. The sighting was shared by Facebook user Weng Ng on the paultan.org Automotive/Car Discussion Group. According to paultan.org, this isn’t the first time the Serena has been seen in Malaysia, as the MPV […] The post Nissan Serena C28 e-Power Spotted In Malaysia, Hinting At Possible Local Debut appeared first on Lowyat.NET.  ( 36 min )
    Nothing Phone (3a) Lite Pre-Orders Start 22 November 2025; Priced At RM1,199
    Following the official launch of the Phone (3a) Lite, Nothing has announced that the handset will be available in Malaysia soon. The company will be opening pre-orders for its entry-level device on 22 November 2025. To recap, the Phone (3a) Lite is equipped with a 6.77-inch AMOLED display. This panel has a 1,084 x 2,392 […] The post Nothing Phone (3a) Lite Pre-Orders Start 22 November 2025; Priced At RM1,199 appeared first on Lowyat.NET.  ( 35 min )
    Nintendo: Switch 2 Is Now The Primary Development Focus
    As with the release of any new hardware for a new console generation, the previous generation gets slowly left behind. And that sounds like what Nintendo has in mind for the first generation Switch, as the company focuses its business and development focus in the new console handheld hybrid. In its most recent financial results […] The post Nintendo: Switch 2 Is Now The Primary Development Focus appeared first on Lowyat.NET.  ( 33 min )
    DJI Neo 2 Lands In Malaysia; Starts From RM899
    Not long after introducing its latest smartphone gimbal in Malaysia, DJI has also launched the Neo 2 for the local market. The new model succeeds last year’s compact aerial drone and, naturally, comes with several notable upgrades. To recap its global launch, the DJI Neo 2 retains the compact form factor but is slightly heavier […] The post DJI Neo 2 Lands In Malaysia; Starts From RM899 appeared first on Lowyat.NET.  ( 34 min )
    Elon Musk Says Tesla May Build “Gigantic Chip Fab”; Teases Possible Intel Collaboration
    Tesla CEO Elon Musk has revealed that the company may need to build its own massive semiconductor manufacturing plant to meet growing demand for artificial intelligence (AI) chips. Speaking during the automaker’s annual shareholder meeting, Musk said Tesla is designing its fifth-generation AI chip, known as the AI5, which will power its autonomous driving ambitions. […] The post Elon Musk Says Tesla May Build “Gigantic Chip Fab”; Teases Possible Intel Collaboration appeared first on Lowyat.NET.  ( 34 min )
    Rockstar Games Delays Grand Theft Auto VI Launch To 19 November 2026
    It looks like Grand Theft Auto fans will have to wait a little longer before they can get their hands on the next instalment. Rockstar Games has announced that it is delaying the launch of Grand Theft Auto VI (GTA VI) again. The new release date is 19 November 2026, roughly a year from now. […] The post Rockstar Games Delays Grand Theft Auto VI Launch To 19 November 2026 appeared first on Lowyat.NET.  ( 34 min )

  • Open

    The secret campaign to silence critics of a hospital real estate empire
    Comments  ( 21 min )
    Man who threw sandwich at US border agent not guilty of assault
    Comments  ( 16 min )
    Game Design Is Simple
    Comments  ( 39 min )
    Writing software is an act of learning. Don’t automate it.
    Comments  ( 6 min )
    Hightouch (YC S19) Is Hiring
    Comments  ( 4 min )
    Universe's expansion 'is now slowing, not speeding up'
    Comments  ( 7 min )
    You Should Write An Agent
    Comments  ( 9 min )
    Two billion email addresses were exposed
    Comments  ( 12 min )
    UK outperforms US in creating unicorns from early stage VC investment
    Comments  ( 12 min )
    Mark Zuckerberg Had Illegal School at His Palo Alto Compound. Neighbors Revolted
    Comments  ( 132 min )
    Black Hole Flare Is Biggest and Most Distant Seen
    Comments  ( 8 min )
    Show HN: What Is Hacker News Working On?
    Comments
    LLMs Encode How Difficult Problems Are
    Comments  ( 2 min )
    Show HN: TabPFN-2.5 – SOTA foundation model for tabular data
    Comments  ( 11 min )
    Benchmarking the Most Reliable Document Parsing API
    Comments  ( 13 min )
    Please stop asking me to provide feedback #8036
    Comments  ( 10 min )
    OpenDesk – a flexible all-in-one office suite for the public sector
    Comments  ( 1 min )
    Swift on FreeBSD Preview
    Comments  ( 1 min )
    The English language doesn't exist – it's just French that's badly pronounced
    Comments  ( 16 min )
    The Parallel Search API
    Comments
    Senior BizOps at Artie (San Francisco)
    Comments  ( 5 min )
    ICC ditches Microsoft 365 for openDesk
    Comments  ( 4 min )
    Show HN: Dynamic code and feedback walkthroughs with your coding Agent in VSCode
    Comments  ( 5 min )
    FBI tries to unmask owner of archive.is
    Comments  ( 7 min )
    OpenAI probably can't make ends meet. That's where you come in
    Comments
    Supply chain attacks are exploiting our assumptions
    Comments  ( 10 min )
    Australia has so much solar that it's offering everyone free electricity
    Comments  ( 13 min )
    Kimi K2 Thinking, a SOTA open-source trillion-parameter reasoning model
    Comments
    Auraphone: A simple app to collect people's info at events
    Comments  ( 5 min )
    Cloudflare Tells U.S. Govt That Foreign Site Blocking Efforts Are Trade Barriers
    Comments  ( 7 min )
    I analyzed the lineups at the most popular nightclubs
    Comments  ( 5 min )
    IKEA launches new smart home range with 21 Matter-compatible products
    Comments  ( 5 min )
    Say Hi to Kit
    Comments  ( 1 min )
    Pussy Hunter
    Comments  ( 7 min )
    AI Slop vs. OSS Security
    Comments  ( 14 min )
    Eating Stinging Nettles
    Comments  ( 17 min )
    Show HN: qqqa – a fast, stateless LLM-powered assistant for your shell
    Comments  ( 20 min )
    80year old grandmother becomes oldest woman to finish Ironman World Championship
    Comments  ( 12 min )
    The trust collapse: Infinite AI content is awful
    Comments  ( 10 min )
    Mathematical Exploration and Discovery at Scale
    Comments  ( 20 min )
    Erlang Meets Idris: Cure Programming Language
    Comments  ( 2 min )
    What the hell have you built
    Comments
    How I am deeply integrating Emacs
    Comments  ( 6 min )
    Show HN: Flutter_compositions: Vue-inspired reactive building blocks for Flutter
    Comments  ( 8 min )
    "I may have found a way to spot U.S. at-sea strikes before they're announced"
    Comments
    Rust's TUI Revolution
    Comments  ( 4 min )
    Brain-IT: Image Reconstruction from fMRI via Brain-Interaction Transformer
    Comments  ( 4 min )
    FAA to cut flights by 10% at 40 major airports due to government shutdown
    Comments  ( 82 min )
    Longtime Mozilla Support Japanese Community Shuts Down over AI Translation Usage
    Comments  ( 1 min )
    Recursive macros in C, demystified (once the ugly crying stops)
    Comments  ( 32 min )
  • Open

    AWS Capabilities by Region
    AWS just released a new service in Builder Center, AWS Capabilities by Region. I believe this will be a service that many might miss, but for those who know it exists, it will be integral when deciding where to place workloads when planning for migrations, disaster recovery regions, and expansions. So what does the service do? It lets you compare what services and features exist in different regions. And this will make planning much easier and help avoid unnecessary work in regions that won't support your workload. For example, it is not uncommon when implementing a disaster recovery (DR) region that you, in the middle of setting it up, run into issues where a service/feature available in the main region doesn't exist in the DR region, and you need to pivot to another region. And by using this service in the planning stage, we can avoid issues like that. The main feature of the service is the Service and features, where you can compare different regions and see what services and features they offer. To use it, you select what regions you want to check and either select all services or specific ones. You will see a comparison of the availability of the service and its features between the regions. One other great feature is that you will also be able to see when a service/feature is planned to be deployed to the region. When I have used it, I have added all the services I am using, then selected the region I am currently in, and then selected the regions I am planning to migrate to. I quickly get an overview of which services and features will and will not work. Another feature of the service is to see what API operations are available in each region and compare the regions. You can also view and compare available CloudFormation resources in the regions. This is a great new service that I will use a lot when planning where to place workloads. It will make it easy to get an overview of where the resources you need are available.  ( 7 min )
    Nah, the Umbraco Community Hasn't Lost It's Spark - We Have
    What a contradictory title, please let me explain. This article is a response to Owain William's thought-provoking blogpost, Has the Umbraco Community lost its Spark? While I understand where Owain is coming from and I too feel the change, I'd like to set up a defense: It's not Umbraco, it's not you, it's not me. So what has changed? We're all grinding harder just to tread water, trying our best to cling to the standard of living we once took for granted. Less time for Discord banter, fewer swag selfies on Umbraco Tees Day. Sound familiar? While I agree with Owain, I just can't stand this characterization assassination of the Umbraco community. This despair (dramatic?) is all over the place. I have seen video after video show up on my YouTube feed lamenting the zombification and decline of…  ( 9 min )
    Criei um Micro SaaS de Fala em Inglês em Duas Semanas — com R$ 40,00
    Você já pensou em construir um software completo, performático e realmente útil, gastando praticamente nada? Neste artigo, eu mostro como desenvolvi um micro SaaS real do zero — chamado Falar em Inglês — que ajuda pessoas a melhorar a fala em inglês com feedback em tempo real. Tudo foi feito em duas semanas, com R$ 40,00 de custo total (sim, só o domínio). Sou desenvolvedor há cerca de seis anos, e desde o início sempre quis entender como criar uma aplicação completa — da ideia até o deploy em produção. Estou documentando esse processo em vídeo, mostrando como criar micro SaaS com custos quase nulos, mas com qualidade e estrutura profissional. Este projeto é o primeiro dessa série, e todo o passo a passo está disponível gratuitamente no meu canal do YouTube. A ideia era simples: um app par…  ( 8 min )
    Getting Started with Kubernetes: A Complete Guide
    Introduction Kubernetes has revolutionized how we deploy and manage containerized applications at scale. Originally developed by Google and now maintained by the Cloud Native Computing Foundation (CNCF), Kubernetes has become the de facto standard for container orchestration across industries. Whether you're a startup looking to modernize your infrastructure or an enterprise managing thousands of microservices, understanding Kubernetes is essential in today's cloud-native landscape. In this comprehensive guide, we'll explore the fundamentals and get you started on your Kubernetes journey. Kubernetes (often abbreviated as K8s) is an open-source container orchestration platform that automates the deployment, scaling, and management of containerized applications. Think of it as an operating…  ( 10 min )
    Building Sustainable Business Models for Pump.fun Projects in 2025
    The Pump.fun ecosystem has matured significantly beyond pure speculation as we progress through 2025. The distinction between projects that exist merely as tokens and those that function as actual businesses becomes increasingly critical for long-term survival. The top tokens, from GeorgePlaysClashRoyale's forty-five million dollar entertainment operation to Token Metrics Live's research-backed platform integration launched in November 2024, represent the evolution from launch-and-pray strategies to build-and-sustain approaches. Success now requires thinking like a business operator rather than simply a token launcher. The Fundamental Shift in Business Models This shift matters tremendously when examining successful projects. GeorgePlaysClashRoyale, sitting at a forty-five million dollar m…  ( 12 min )
    Nah, the Umbraco Community Hasn't Lost It's Spark - We Have
    What a contradictory title, please let me explain. This article is a response to Owain William's thought-provoking blogpost, Has the Umbraco Community lost its Spark?. While I understand where Owain is coming from and I too feel the change, I'd like to set up a defense: It's not Umbraco, it's not you, it's not me. So what has changed? We're all grinding harder just to tread water, trying our best to cling to the standard of living we once took for granted. Less time for Discord banter, fewer swag selfies on Umbraco Tees Day. Sound familiar? While I agree with Owain, I just can't stand this characterization assassination of the Umbraco community. This despair (dramatic?) is all over the place. I have seen video after video show up on my YouTube feed lamenting the zombification and decline o…  ( 9 min )
    Write a Research Proposal in 2 Hours, Not a Day! ⏱️
    With help of AI, you can draft a solid research proposal in just a couple of hours instead of days. Here's how: Let's say, we need to write a research proposal on NLP (Natural Language Processing), classifications of social media posts. Step 1: Come up with some research ideas Notes: Browse more sources like ACM NLP conference papers, Google Scholar, ScienceDirect, etc if needed. Open all the papers on new tabs in Comet. Now I have 40 papers to read through, not manually, but with AI assistance! Talk to "Comet" with a prompt: Research all open tabs and give me 10 research questions about classifications of social media posts. Cite the sources. Step 2: Narrow down to 3 research ideas Suggest me a research proposal title and abstract based on the following 3 research questions: [Refined Research Question 1] [Refined Research Question 2] [Refined Research Question 3] Step 3: Prepare a working directory research-proposal/ abstract field included Write the research proposal Help me write a research proposal. Save your response to main.tex Create a Makefile to compile the LaTeX document with targets: all: compile the document Research questions: [Refined Research Question 1] Background Only cite the papers from the references.bib file, don't make up any citations. Refer to samples/research-proposal1.tex and samples/*.tex for formatting and structure guidance. Step 5: Humanize and finalize Humanize the text. I use stealthwriter or naturalwrite Read through the generated main.tex file and make necessary edits to improve clarity, coherence, and flow.  ( 7 min )
    How I Added Testing to share-my-repo Project and Learned a Lot
    Testing is an important part of building software, but many developers, including me, sometimes skip it. In this post, I want to share how I added tests to my Python project, the tools I used, how I set them up, and what I learned along the way. For my project, I decided to use pytest as my main testing framework and pytest-cov for code coverage because they are widely used, easy to set up, and provide clear feedback on test results and coverage. pytest: pytest is a popular Python testing framework. It’s easy to use, supports simple tests, and has many features like fixtures and parameterized tests. pytest-cov: This plugin works with pytest to show which parts of your code are covered by tests. It helps you find which lines are being missed. I also used pytest-watch (ptw) to automatic…  ( 7 min )
    Check the Bag: The Painfully Obvious Path Forward
    The Meme You Cant Unsee Old security: “Check IDs.” New security: “Check IDs and the bag.” The meme is the message. We don’t just ask who is calling our systems—we open the bag and prove what’s inside. And that bag must contain only policy-approved tooling, cryptographically attested, no surprises, no freebies. Call it EnvSecOps if you want a name. Practically, it’s the painfully obvious next step: No attested, policy-approved bag → no token. The bag = the execution environment: image, toolchain, configs, helper scripts. Policy-approved = explicit allowlist: pinned digests, permitted binaries, known configs. Attested = cryptographically proven: signed statements that the environment only contains those allowed artifacts. If anything unapproved is in the bag? Deny. :latest. No “temporary”…  ( 8 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Everything Wrong With Thunderbolts* (The New Avengers) is CinemaSins’ latest deep-dive, pointing out every nitpick in the film over a rapid 20-minute romp—plenty of sins, but maybe a surprisingly fun ride after all. Want more? Hit up cinemasins.com for behind-the-scenes, vote in their sinful poll, support the team on Patreon, and connect with writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel on Twitter and Instagram. Follow @TVSins, @commercialsins and the rest of their socials for all things CinemaSins. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Caravan of Garbage’s Predator 2 review The hosts dive headfirst into the 1990 sequel’s city-slicker makeover, swapping Schwarzenegger’s jungle romp for Danny Glover patrolling an LA heat-and-crime wave. While it may miss the original’s lush setting and Arnie charm, this outing introduces a faster, deadlier Predator (and a welcome Gary Busey cameo), delivering a fresh, gritty spin that’s a fun ride if you’re up for something different. Bonus content & links Want more? Hit up bigsandwich.co for early videos, podcasts and game-play streams, or check out their extended audio edition, Twitter feeds, YouTube channel, iTunes podcast, Patreon and even some sweet merch to rep your love of Predators. Watch on YouTube  ( 6 min )
    TypeScript Mutually Exclusive Unions: From `?: never` to `ExclusifyUnion`
    Mutually Exclusive Unions in TypeScript (and why ExclusifyUnion rocks) When modelling data, we often want either one shape or another, never both at once. This is the essence of a mutually exclusive union. In TypeScript, that means writing unions where accessing properties becomes ergonomic without defensive checks everywhere. This post shows a neat pattern using ?: never, why it doesn’t scale, and how type-fest’s ExclusifyUnion helper elegantly solves this problem. Mutually exclusive unions help us distinguish the shape of a given object. Take the following example: type Dog = { bark: () => void; }; type Cat = { meow: () => void; }; const vocalize = (animal: Dog | Cat) => { if ("bark" in animal) { animal.bark(); return; } return animal.meow(); }; Once we’ve checked…  ( 9 min )
    Explain the difference between subquery,CTE and stored procedures
    Stored Procedure A stored procedure is a precompiled collection of SQL statements (and sometimes control logic) stored in the database. It’s like a function that can be called whenever needed. It can accept parameters such as input and output, and is also often used for complex logic, such as loops. CTE (Common Table Expression) A CTE is a temporary named result set you can use within a single query. Think of it as a short-term, readable alias for a subquery. It exists only during query execution. CTE's make complex queries easier to read and maintain. Subquery A subquery is a query nested inside another query; in other words, it is like a query within a query. It can appear within the SELECT, FROM, or WHERE clause, and it executes each time the main query is run.  ( 6 min )
    Secure Apache with SSL in Docker
    This guide will walk you through setting up an Apache server with PHP support within a Docker container, secured with an SSL certificate for local development purposes. We’ll ensure that the server can be accessed securely via https://localhost using a self-signed SSL certificate. If you’re eager to jump straight into the code, you can locate the complete project on GitHub. Feel free to access it at https://github.com/tshenolo/docker-Secure-Apache. Introduction Prerequisites Step 1: Preparing SSL Certificates Step 2: Creating the Dockerfile Step 3: Configuring Apache for SSL Step 4: Building and Running the Docker Container Step 5: Accessing Your Secure Apache Server Conclusion Deploying your web applications in a development environment that closely mirrors your production setup is crucia…  ( 8 min )
    Scaling Laravel Queues: A Practical Guide to AWS SQS
    When your Laravel application moves from MVP to a production system handling thousands of jobs per hour, the default database or Redis queue can quickly become a bottleneck. The solution for high availability and elastic scaling is almost always AWS SQS (Simple Queue Service). Here's how to integrate SQS effectively to handle burst traffic and improve your application's reliability. 1. Why SQS Over Redis or Database Queues? Feature Redis/Database AWS SQS Durability Data loss possible if the server crashes. High durability, messages are replicated across multiple availability zones. Elasticity Scaling requires scaling up the host server. Automatically scales to handle millions of messages per second. Visibility Timeout Basic control, sometimes buggy. Robust control, ensuring work…  ( 7 min )
    Building Your Coding Skills: Effective Ways to Practice and Improve by Software Engineering Professionals like Abhishek Desikan
    In the fast-paced world of technology, coding has become an essential skill for both personal and professional growth. Whether you are a beginner just starting or an experienced developer looking to sharpen your skills, effective practice is key to improvement. Coding requires consistency, problem-solving abilities, and the willingness to learn. The process of learning coding can seem overwhelming at first, but with the right strategies, anyone can master the art of programming. The key is to engage in consistent, focused practice while staying updated with the latest trends and technologies. In this blog, we’ll explore several effective methods to practice coding, discuss resources that can aid in your learning journey, and provide tips for tracking progress. Whether you want to build web…  ( 9 min )
    🧪 Unit Testing Tools in WebForms Core 2
    WebForms Core technology consists of a client-side library called WebFormsJS and a server-side class called WebForms and the connection between the two. In this technology, you only need to add the WebFormsJS library in the head section of HTML and do the development in the WebForms class on the server in a command-oriented way. So the WebFormsJS library only plays a communication role and you do not develop it! The connection between the two is automatic and has been tested in advance and the probability of errors is very low; However, we at Elanat have added the unit testing tool in version 2 of WebForms Core technology. Unit testing is a critical part of modern web development, ensuring that components behave as expected and changes don’t introduce regressions. Before release of WebFor…  ( 9 min )
    Leveling with cluster analysis in Python: basic Python concepts
    This is the 2nd of a series of 5 little articles that intend to present a simple idea of time series, and their implementation in Python. The purpose here is to present both a time series problem, and how we can solve it in simple Python code. Only very basic knowledge of Python and time series are needed as most concepts will be explained with care. The 1st article of the series, Leveling with cluster analysis in Python: general concepts presented the basic concepts of this series. This one, the 2nd one, will present basic Python concepts and techniques to be used in the solution. The 3rd one will present a solution implemented in Python. The 4th article will add a sinusoidal decomposition of the data after the filtering of the solution. And the 5th and last one will use all the elements …  ( 9 min )
    Impossible Is Nothing: Lessons Building Great Games
    Muhammad Ali, one of the most celebrated athletes in history, wasn’t just a boxing legend—he was a master of mindset. Among his many powerful quotes, one stands out as a rallying cry for innovators, entrepreneurs, and creators: "Impossible is just a big word thrown around by small men who find it easier to live in the world they’ve been given than to explore the power they have to change it. Impossible is not a fact. It’s an opinion. Impossible is not a declaration. It’s a dare. Impossible is potential. Impossible is temporary. Impossible is nothing." Ali’s words go beyond sports—they hold the key to success for anyone chasing big dreams, especially in the tech world. Whether you're building the next blockbuster mobile game, creating a life-changing app, or revolutionizing an industry, Al…  ( 9 min )
    Opal: Google’s No-Code AI App Builder Is Now Global
    Google has expanded Opal, its no-code AI app builder, to more than 160 countries. Opal lets anyone build AI mini-apps using natural language instead of code, and it is positioned as the fastest way to turn an idea into a working AI tool without APIs, backends or prompt-chaining frameworks. That makes Opal important for developers not because it replaces engineering, but because it changes who can ship AI tools and how fast internal apps will now be created. Most AI products today are either: chat interfaces wrapped around a single model low-code builders connected to external APIs RAG pipelines that still require storage, ingestion and maintenance Opal creates a fourth category: AI apps built entirely through text instructions, no code, no infra, no workflow engine required. This is not “A…  ( 12 min )
    Development Musical Chairs
    I've been through a dry spell or two. The early 90's was a pretty tough time for someone new to the industry. The dot com bust also led to belt tightening in the industry. There has always been an ebb and flow in demand, but those who eat and breath software sailed through those seas. This time it's fundamentally different. Life has been pretty good for software developers over the last 40 years, but life does not owe software developers anything, and perhaps we are nearing the end of the gravy train. Up until 1900 the horse was the primary mode of transportation. In a space of about ten years the car replaced horses in volume. Horses were no longer required. Sure, you can still find them today, in horse racing or on tourist ventures perhaps. But there is no law of nature which says "ther…  ( 8 min )
    The Missing Layer: How I Completed Our Data Lakehouse Architecture (When Everyone Else Stopped at Silver)
    More than five years ago, I sat in yet another meeting listening to someone say, "You know what we really need? A gold layer for our data lakehouse." Heads nodded around the table. Everyone agreed it was a smart idea. Obviously necessary. Then everyone went back to their desks and did nothing. The idea wasn't revolutionary. It was sitting right there on the surface: visible to anyone who looked at our Bronze-Silver architecture and asked, "How does the business actually use this data?" But here's what I learned: Ideas are everywhere. People who actually build them are rare. That day, I stopped waiting for someone else to make it happen. I proposed the initiative, assembled my team, and we started building. This is the story of how we completed a data lakehouse architecture that nobody mand…  ( 13 min )
    Why your genius agent is also brain dead: The tale of 7000 scenarios and the knowledge we almost lost
    Property-Based Testing with Hypothesis: The Data You're Throwing Away Part 3 of the Multi-Agent Development Series Part 1: Can 5 Claude Code Agents Work Independently? Part 2: The Reality of "Autonomous" Multi-Agent Development This post explores coding with Claude Code and exploring what works and what doesn't in this hybrid new coding model. when and how it is most useful for a Human to direct the AI Agent. We added property-based testing with Hypothesis. Agent ran 7000+ random scenarios, found multiple edge cases, Hypothesis shrank them to minimal failing examples, then agent discarded 99% of that data by reducing max_examples without capturing anything. User had to correct the agent 3 times before it understood: "It's like you're a genius and brain dead at the same time." The lesson:…  ( 17 min )
    [Boost]
    Rethinking My AWS Admin Access: Lessons Learned From Moving to Single-Sign-On Tobiloba Ogundiyan ・ Nov 6 #aws  ( 6 min )
    [Boost]
    Rethinking My AWS Admin Access: Lessons Learned From Moving to Single-Sign-On Tobiloba Ogundiyan ・ Nov 6 #aws  ( 6 min )
    Rethinking My AWS Admin Access: Lessons Learned From Moving to Single-Sign-On
    Recently, I began auditing my AWS account and I saw how secure I had made it when deploying applications and managing external access. I even wrote a blog post recently on how people should adopt OpenID Connect to authenticate in CI/CD pipelines and deploy their applications to AWS.Recently, I was deploying a Terraform script locally and I could not authenticate to AWS. I figured out my static keys were expired and I needed to generate another. That was when I realized my real admin access wasn’t secure at all. I was still moving static keys around for admin access, and they were permanent. I checked the IAM portal to see if I could find a solution to eliminate this completely, and I found a much better approach by using a federated identity through IAM Identity Center. I always thought on…  ( 9 min )
    A Pragmatist's Guide to Mastering Python's Foundations
    You’ve decided to master Python. You’re drawn in by its reputation for clean syntax and its dominance in fields like data science, machine learning, and generative AI. But as you stand at the starting line, you’re hit with a barrage of preliminary questions that feel more complex than the coding itself: Should I install Python locally or use a cloud service? Which IDE—PyCharm, VS Code? What even is a Jupyter Notebook? This initial paralysis of choice is a universal experience. The path from novice to professional isn't just about learning syntax; it's about making strategic decisions about your tools and workflow from day one. Many tutorials rush past this crucial setup phase, leaving developers to stumble through mismatched environments and frustrating configuration errors. This guide is …  ( 14 min )
    Simulação Real: Quanto Sua Família Economizaria com Portabilidade
    Simulação Real: Quanto Sua Família Economizaria com Portabilidade de Energia Introdução: O Poder dos Números na Conta de Luz Você já parou para calcular quanto sua família gasta com energia elétrica por ano? De acordo com dados da ANEEL atualizados em Janeiro de 2025, o Estado do Rio de Janeiro apresenta a tarifa convencional média mais cara do Brasil, com valores superiores a R$ 1,40 por kWh. Em contraste, o Rio Grande do Sul possui a tarifa mais barata (R$ 0,41/kWh). Mas aqui está a boa notícia: com 25.966 novas unidades consumidoras em 2024, o mercado livre de energia brasileiro atingiu a marca de 64.497 unidades consumidores, crescimento de 67%, recorde histórico. E esse crescimento não é à toa — por meio de assinatura ou compartilhamento de energia, é possível conseguir d…  ( 12 min )
    Dataverse MCP Server configuration failed...
    If you want to configure the Dataverse MCP Server as described in the official Microsoft Learn article, you'll need to write in your mcp.json file an url with the following exact format (without the line breaks, of course): https://make.powerautomate.com/environments/ 59fd5b0e-f1e3-4f86-920d-509f44cb1846/connections ?apiName=shared_commondataserviceforapps &connectionName=263a3d1e-1279-45f6-a593-070f9efaaad3 The tutorial instructs you to create a connection via make.powerautomate.com, and then take the URL from the connection page. If you do it exactly as stated in the official docs, the URL you'll get has this form: https://make.powerautomate.com/environments/ 59fd5b0e-f1e3-4f86-920d-509f44cb1846/connections /shared_commondataserviceforapps /263a3d1e-1279-45f6-a593-070f9efaaad3/details The fact is that URL, put in the mcp.json file, won't work 😡🤬. You need to tweak the url manually in the following way: take the first part of the url, from https:// to connections replace the / after connections with ?apiName= replace the / after shared_commondataserviceforapps with &connectionName= remove the leading /details And you're ready to go. 🙏🏻 Hope this helps you too!  ( 6 min )
    rec
    !/bin/bash Usage: ./verify_table_checksum.sh mytable.ctl Compares Sybase vs Oracle data fidelity (excluding FILLER/IDENTITY columns, normalizing nulls/spaces) if [ $# -ne 1 ]; then CTL_FILE="$1" TABLE_NAME=$(basename "$CTL_FILE" .ctl | tr '[:lower:]' '[:upper:]') FILLER_COLS=$(grep -iE 'FILLER|IDENTITY' "$CTL_FILE" | awk '{print toupper($1)}' | tr '\n' ' ') ALL_COLS=$(grep -v -iE 'FILLER|OPTIONS|INTO|FIELDS|INFILE|LOAD|REPLACE|TRAILING|^ *$' "$CTL_FILE" COLUMNS_TO_INCLUDE=() SYBASE_USER="sa" ORACLE_USER="oracle_user" TMP_SYB=$(mktemp) { echo "SELECT CHECKSUM_AGG(BINARY_CHECKSUM(" { echo "SET HEADING OFF" syb_sum=$(isql -U "$SYBASE_USER" -P "$SYBASE_PASS" -S "$SYBASE_DB" -b -Q "$(cat "$TMP_SYB")" | tail -n1 | tr -d '[:space:]') timestamp=$(date '+%Y-%m-%d %H:%M:%S') rm -f "$TMP_SYB" "$TMP_ORA"  ( 6 min )
    The Reality of "Autonomous" Multi-Agent Development
    What we learned when 5 "independent" AI agents needed constant human orchestration Part 2 of the Multi-Agent Development Series We set out to prove AI agents could work independently with zero coordination. The zero-conflict architecture worked perfectly (100% auto-merge). But "autonomous" agents? That was the illusion. What actually happened: ✅ Zero merge conflicts (architecture win) ❌ Constant human orchestration required (autonomy myth) ✅ Property tests found a 12x efficiency bug (agent + human win) ❌ But only because human asked the right questions (human essential) The real lesson: The value isn't "autonomous agents." It's well-orchestrated human-AI collaboration. In Part 1, we described an experiment: 5 parallel AI coding agents Each working on independent test improvements Zero-conf…  ( 12 min )
    The Role of Special Education Teachers in Pullout Classrooms
    Special education teachers play a vital role in pullout classrooms, where students with diverse learning needs receive individualised or small-group instruction outside the general education setting. This approach allows educators to provide focused attention, specialised interventions, and customised teaching strategies tailored to each student’s learning goals. Read More In a pullout classroom, teachers assess students’ strengths and challenges, design lessons that complement their Individualised Education Programs (IEPs), and use adaptive methods such as multisensory instruction and assistive technology. These sessions help students build confidence and reinforce foundational skills in literacy, maths, and social-emotional development. Collaboration is another key aspect of the pullout model. Special education teachers work closely with general education staff, therapists, and parents to ensure consistent progress across all environments. They also monitor and document student growth, adjusting instructional strategies as needed to maximise success. Ultimately, pullout classrooms create a supportive space where students can learn at their own pace and receive the specialised assistance they need to thrive academically and socially. The role of special education teachers in this setting is not just instructional—it’s transformative, fostering inclusion and empowerment for every learner.  ( 6 min )
    NPR Music: Oklou: Tiny Desk Concert
    Oklou jetted in from Paris with her five-month-old in tow to rework four tracks from her debut album, Choke Enough, for NPR’s Tiny Desk. She and arranger Casey MQ ditched the synths and autotune, leaning into piano, acoustic guitar, a seven-foot marimba and an eight-piece choir. They even cranked up the atmosphere with bubble-wrap fire crackles and makeshift effects to keep the sonic adventure alive. The set—featuring stripped-down versions of “ict,” “blade bird,” a bare-bones “harvest sky” led by recorder, plus the unreleased “what’s good”—turns Oklou’s electronic pop into reflective, acoustic folk. It’s an intimate, DIY twist on her sound that feels both fresh and deeply personal. Watch on YouTube  ( 6 min )
    How I Built a Django Honeypot to Catch Attackers (and What I Learned)
    If you've ever run a Django site, you've probably seen the endless stream of bots trying to brute-force your /admin/ page. After watching my logs fill up with failed login attempts, I decided to do something about it. Attackers know Django uses /admin/ by default. They hammer it with credential stuffing, brute force attacks, and automated scanners. While rate limiting helps, it's reactive. I wanted something proactive. I built HoneyGuard, a Django package that creates fake admin login pages (honeypots). Here's how it works: Move your real admin to /secret-admin/ (or whatever), and let HoneyGuard serve a convincing fake at /admin/. Attackers waste their time, and you gather intel. HoneyGuard catches: Too-fast submissions ( 10 minutes = abandoned for…  ( 7 min )
    How Construction Payroll Automation Drives Compliance and Profitability
    In today’s construction landscape, compliance isn’t just about avoiding fines—it’s a strategic advantage. Contractors working on public works projects face an increasingly complex set of wage, documentation, and reporting obligations. From Davis-Bacon Act requirements to state-level prevailing wage rules, payroll compliance can quickly become a time-consuming and error-prone process if handled manually. Automation is changing that equation, helping construction firms protect their margins, maintain compliance, and gain a competitive edge. Construction payroll involves a unique set of variables: multiple job classifications, varying wage determinations, fringe benefit calculations, and fluctuating crew schedules. When all of this information lives in disconnected systems or spreadsheets, er…  ( 7 min )
    Distributed Media Inferencing with Kafka
    Introduction As Vision AI gains popularity, more organizations from government to the private sector are adopting it to solve real-world challenges: tracking assets, counting people, monitoring vehicles, and more. However, one of the biggest challenges we face while building these systems is Scaling (Processing massive volumes of data in real-time while working within constrained computational resources) Before diving in, you should be familiar with: Kafka basics: Topics, partitions, producers, and consumers Python: Threading and async programming concepts Video processing: Basic understanding of frames and inference Docker: Running containerized services Traditional media processing pipelines often rely on synchronous, monolithic architectures that are difficult to scale. Resource Cont…  ( 10 min )
    Building Herctually: An AI Research Agent written in GO
    Every week, I review competitors' articles and summarize them in a report. It’s repetitive and not exactly the favorite part of my week. I have been using a few new AI tools, such as Amp, Opencode, and I thought it would be nice to have a tool that could make things easier. So I built "Herctually," an AI research assistant that automates the boring parts. We’ll try to build Hertcually in Go, from model setup to giving it powers like web search, reading, and report writing. But first, let's align on what an agent is. According to Thorsten Bell, an agent is “an LLM with access to tools, giving it the ability to modify something outside the context window“. How I see it is that an agent is a large language model (LLM) that can take actions, not just talk. It can search, write, read, and execu…  ( 14 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    In “Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less,” CinemaSins racks up all the on-screen sins—plot holes, cringe moments, and shaky logic—while cheekily admitting they actually had a blast with the movie. The video description is basically a treasure trove of links: their main website, sister YouTube channels, a fan poll, Patreon support, and every social handle you can dream of, so you can keep sinning along. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Sequel to the smash‐hit Predator, this 1990 follow-up ditches Schwarzenegger and the jungle for Danny Glover amid LA’s sweltering crime wave. You get a tougher new Predator, a dash of Gary Busey and plenty of neon-lit mayhem. It’s a fun twist on the original if you can roll with a different lead and setting—just don’t expect a repeat of the first film, and you’ll be in for a good time. Watch on YouTube  ( 6 min )
    AI Evaluation - Future AGI
    When working with LLMs, agent workflows, or RAG pipelines, one question comes up repeatedly: How do we evaluate the model’s output in a consistent and reliable way? Generating text or reasoning chains is easy. Deciding whether the output is good is much harder. To see a practical open-source example of structured evaluation, here’s the project link: https://github.com/future-agi/ai-evaluation Evaluation is not just quality control — it is what makes AI development intentional and measurable. Clear evaluation processes help teams: Compare different prompts and models reliably Detect hallucinations and context mismatches Maintain tone, helpfulness, and clarity Ensure outputs respect safety and policy constraints Scale AI workflows into production environments Without evaluation, output qua…  ( 7 min )
    Mastering Unit Testing: The Power of the AAA (Arrange, Act, Assert)
    Writing effective, maintainable, and readable tests is a cornerstone of modern software development. One of the most fundamental and widely adopted design patterns that helps achieve this is AAA: Arrange, Act, Assert. This pattern provides a clear, three-part structure for any test, making it easier to write, understand, and debug. While AAA can be applied across all testing types (unit, integration, end-to-end), we will focus on unit tests to keep the explanation clear and simple. The AAA pattern divides every test method into three distinct sections: Arrange: Set up the necessary conditions and inputs for the test. Act: Execute the code under test. Assert: Verify that the execution produced the expected result. Let's dive into each step: The Arrange step is where you set the stage for yo…  ( 8 min )
    Transitioning to Protected Mode in BeaconOS
    Date: 2025-11-06 Author: Raymond Mwaura In the previous post, I explored enabling the A20 line to prepare the system for accessing memory beyond the 1 MB boundary. With that foundation in place, I moved on to something I’ve been eagerly anticipating: switching the CPU from real mode to protected mode. This post documents that process, explains what protected mode is, and walks through the implementation details and challenges I encountered while bringing BeaconOS into a 32-bit environment. Protected mode was introduced with the Intel 80286 processor. It comes with several features missing in real mode: 4 GB of addressable memory. Memory segmentation using the Global Descriptor Table (GDT). Virtual memory support through paging. Four privilege levels (0-3). Hardware-enforced isolation be…  ( 10 min )
    Large Language Models Do NOT Really Know What They Don't Know
    Do AI Chatbots Really Know When They're Wrong? Ever wondered if a chatbot can tell you when it’s guessing? A new study shows that big AI language models, the same tech behind ChatGPT, don’t actually know when they’re wrong. truth. Read article comprehensive review in Paperium.net: Large Language Models Do NOT Really Know What They Don't Know 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 19 min )
    Gemini CLI: Custom Commands Are So Cool
    Google's Gemini CLI is transforming the developer experience by bringing the power of AI directly into the terminal. This open-source tool allows for natural language interaction to perform a variety of tasks, from generating and explaining code to managing files and fixing bugs. Now, with the introduction of custom slash commands, Gemini CLI is becoming an even more powerful and personalised tool for developers looking to boost their productivity. At its core, Gemini CLI is an AI-powered assistant that lives in your command line interface. It leverages the capabilities of Google's Gemini models to understand your codebase and help you with complex tasks without needing to switch between different applications. e.g. You can install dependencies via npm or npx and, after a simple authentica…  ( 8 min )
    [Boost]
    Composer-1 vs SWE-1.5: A detailed Comparison Arindam Majumder ・ Nov 5 #ai #webdev #programming #productivity  ( 5 min )
    We’re Now in the AI vs AI Resume War
    Everyone knows companies are using AI to scan resumes now. applicants are using AI to write those resumes. So we get this situation: The applicant uses AI to make their resume stronger. The recruiter uses AI to filter resumes faster. HR uses another AI to detect whether the resume was written by AI. And all of this still ends with: “We’ll get back to you.” It’s weird. And kind of funny. Because for applicants, job searching is emotional: Hope Stress Trying to prove that you’re worth something Taking rejection personally For recruiters, it’s logistical: Way too many candidates Not enough time to review everyone Pressure to reduce the stack quickly So both sides start using AI. But then you get the contradiction: “We can use AI to evaluate your resume, but if you used AI to write it, we might penalize you.” Feels… uneven. We’ve reached a point where the hiring pipeline is basically: AI writes → AI evaluates → AI judges authenticity → humans maybe talk later The process still pretends to be human. AI negotiating with AI about humans. I don’t think this is “bad” or “good.” What do you think? Is this just the natural evolution of hiring, or does it feel like something important is being lost?  ( 6 min )
    Docker Labs: From Beginner to Advanced on Azure
    Docker Labs: From Beginner to Advanced on Azure Lab 1: Initial Azure Setup and Docker Installation Step 1: Create Azure VM with Docker # Create resource group az group create --name DockerLabs --location eastus # Create Ubuntu VM with Docker az vm create \ --resource-group DockerLabs \ --name DockerVM \ --image Ubuntu2204 \ --admin-username azureuser \ --generate-ssh-keys \ --size Standard_B2s \ --custom-data cloud-init-docker.txt Create cloud-init-docker.txt: #cloud-config package_upgrade: true packages: - apt-transport-https - ca-certificates - curl - gnupg - lsb-release runcmd: - curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo gpg --dearmor -o /usr/share/keyrings/docker-archive-keyring.gpg - echo "deb [arch=amd64 signed-by=/usr/share/keyrings…  ( 11 min )
    Letting the ducks fly: How we’re switching from Redux to React Query
    An incremental journey from Redux modules to intuitive async data management Years ago we adopted Redux to manage the client state, handle the local state, and control data fetching. More recently, we began transitioning to React Query. Redux is primarily designed as a synchronous state manager, while React Query specializes in managing the asynchronous state. Both are agnostic to the underlying fetching library, but Redux requires significant boilerplate to handle async operations, whereas React Query offers built-in patterns that make data fetching, caching, and updating feel more natural. We decided these advantages made React Query a better fit for our codebase. Depending on the size of the application, migrating to React Query can require a significant amount of time. In our case, rat…  ( 11 min )
    Vibecoding and the future of code security
    TLDR: We analyzed 50 vibe-coded projects and found that 86% contained security vulnerabilities, ranging from insufficient input validation to remote code execution and exposure of personal user information. This blog can also be read on our website There are many Ai assistants such as Cursor or Windsurf to this date which help you write code for you. Programmers no longer need the technical expertise to create an MVP of an app. Creating applications or websites without having the knowledge of what you are doing is often referred to as “vibe coding”. In this article, we will have a look at how vibe coding impacts code security, the implications it already has, and how we can prevent such critical bugs from happening? We have analyzed 50 projects’ source code or production API which likely w…  ( 9 min )
    N8N Installation And Configuration
    N8N Installation And Configuration Setting Up a Self-Hosted n8n Automation Server on Ubuntu This document outlines the end-to-end process of deploying the n8n automation platform on a fresh Ubuntu Server virtual machine using Docker. It also includes optional steps for adding a graphical user interface (GUI) for remote management. Operating System: Ubuntu 24.04 LTS (Server Edition) Part 1: Server and Prerequisite Setup This section covers the initial server preparation, the optional installation of a desktop environment, and the mandatory installation of the Docker Engine. Step 1.1: Virtual Machine (VM) Provisioning An Ubuntu 24.04 LTS Server environment was chosen. This is a command-line-only operating system, which is lightweight and secure, making it ideal for server applications. Step…  ( 9 min )
    if you are still using static keys in your github actions pipeline to access AWS. then you need to read this to fix your workflows
    Accessing AWS in Github Actions Using OIDC Tobiloba Ogundiyan ・ Nov 6 #tobilobaogundiyan #aws #githubactions #cicd  ( 6 min )
    Accessing AWS in Github Actions Using OIDC
    In CI/CD pipelines, the normal way to access AWS resources for deployment is to generate long-lived access keys in IAM and store those keys in the repository, but this approach has the following flaws: The keys are long-lived and if they ever leak, an attacker can use them to access your AWS account. The same static keys get reused across many jobs and branches, so it is hard to trace which workflow actually did what. Rotating or expiring those keys requires a manual process, so they usually stay active way longer than they should. OpenID Connect (OIDC), an identity layer on top of OAuth 2.0, solves this by letting GitHub Actions request short-lived, on-demand credentials from AWS using a trusted federation instead of storing static keys. This approach gives the following benefits: …  ( 10 min )
    Building an OAuth2 Protected API with C#, IdentityServer, and ASP.NET Core
    Intro This demo demonstrates protecting an ASP.NET Core API with OAuth2 and JWT tokens. We use Duende IdentityServer as the authorization server. The API validates tokens and allows only authenticated requests. Why this matters: OAuth2 is the standard for securing APIs. Understanding token-based authentication helps you build production-ready applications. This setup shows the complete flow from token request to protected endpoint access. The solution contains two projects: IdentityServer – Issues OAuth2 tokens ApiDemo – Protected API that validates JWT tokens Folder Structure: CSharp-API-OAuth2-Demo/ ├── IdentityServer/ │ ├── Config.cs # Client, scope, and resource definitions │ ├── Users.cs # Test user credentials │ ├── Program.cs # IdentityServer setup…  ( 8 min )
    Telecom industry embraces “collective defence” model to counter rising cyber threats
    The telecommunications industry has entered a new era of defence: major operators are now working together rather than standing alone. Several leading firms have adopted a “collective defence” model—sharing intelligence, playing cyber-war games and coordinating responses. The move, reported in November 2025, reflects growing pressure from nation-state actors and sophisticated hacker networks, and could mark a structural shift in how telecoms guard their massive infrastructures. Background / Context Historically, telecom operators have largely defended their own networks independently. In contrast, the financial sector has for some time embraced coordinated information-sharing and sector-wide incident response frameworks. Meanwhile, the global IT & telecom cybersecurity market is projected …  ( 8 min )
    More Interaction with JavaScript in WebForms Core 2
    Introduction To build and develop a web-based system, you sometimes need to be able to interact with a powerful JavaScript library. These libraries can be tools for building web games or tools for creating advanced charts. For example, you might use libraries like Three.js to create 3D environments, Chart.js or D3.js for data visualization, or Phaser for building 2D games. Choosing the right library depends on the project needs, the level of customization you expect, and the functionality you want to provide. At Elanat, in version 2 of WebForms Core technology, we have added powerful features for interacting with external JavaScript libraries. Here are a few categories of JavaScript libraries that are great for different uses in web-based projects. Data visualization and charts: D3.js –…  ( 11 min )
    Azure Landing Zone
    The Complete Guide to Production-Grade Azure Landing Zones Note; If you find any mistakes please do not burn me kindly let me know. Intro An Azure Landing Zone is the foundational output of a multi-subscription Azure environment that considers scale, security, governance, networking, and identity. It provides a well-defined, repeatable starting point for all your cloud workloads, ensuring they are deployed into a secure, compliant, and operationally excellent environment from day one. A landing zone solves critical enterprise challenges like inconsistent security postures, sprawling and ungoverned environments, lack of visibility, and ballooning costs by establishing a baseline architecture and "guardrails" through policy. Architect and Design: Confidently design an enterprise-grade Azur…  ( 17 min )
    What are Azure DevOps integration of services ?
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    Engineering Enterprise-Grade Context: Making the Model Context Protocol (MCP) Viable for Financial Services
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    Kubernetes solves real problems, but not everyone has those problems. Too often, teams adopt it for prestige, not necessity, and end up drowning in YAML debt before shipping real value. It starts innocently enough. You're building a new application. Someone on the team mentions Kubernetes: "It's industry standard. Scales infinitely. Netflix uses it." Before you know it, you're knee-deep in: Service meshes Ingress controllers Custom resource definitions Helm charts Operators (I have a special.... bad feeling about those!) StatefulSets DaemonSets ConfigMaps Secrets management Network policies RBAC policies Pod security policies Horizontal pod autoscalers Vertical pod autoscalers Cluster autoscalers And you still haven't shipped your product. The complexity trap is thinking that because Kuber…  ( 13 min )
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    Introduction: When Data Starts Talking Back But something fundamental is shifting. In 2025, databases are no longer silent systems waiting for commands — they’re becoming intelligent partners that understand human intent. You can now type: “Show me all customers who churned last quarter and didn’t return in 90 days.” Welcome to the era where queries write themselves. 🧠 The Generative Shift in Data Workflows Generative AI — through models like OpenAI’s GPT-4, Google Gemini, and Anthropic Claude — has now blurred that boundary. Today, natural language interfaces (NLQ) are being embedded into: BI tools like Power BI Copilot, Tableau Pulse, Looker AI BigQuery Duet AI ⚙️ How “Text-to-SQL” Actually Works Text-to-SQL models — a subset of LLMs trained to map human language to database syntax. Her…  ( 8 min )
    Untitled
    Check out this Pen I made!  ( 5 min )
    Transforming Engineering Culture in a 300-Person Company
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    Update page title counter with custom turbo streams in Rails
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    Python File Picker for LMS Apps
    In any Learning Management System (LMS), file uploads are at the heart of collaboration. Students submit assignments, teachers share study materials, and administrators manage endless records — all through files. But for developers, creating a smooth file-handling experience isn’t always simple. Between desktop integrations, clunky file dialogs, and inconsistent upload workflows, things can get messy fast. That’s where Python file handling comes in. With the right approach and tools, developers can turn complex file operations into simple, secure, and user-friendly interactions. And when combined with Filestack’s API, building a reliable Python File Picker for LMS apps becomes easier than ever. Key takeaways Python file handling makes it easy to manage uploads, reads, and writes in LMS…  ( 11 min )
    PHP in 2025 Evolving Rapidly
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    Check out the market basket analysis
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    DeckerGUI: Establishing a Hybrid AI Ecosystem for the Next Generation Workforce
    A Thesis-Based Blog by Wan Mohd Azizi ## Chapter 1: Introduction The evolution of artificial intelligence (AI) has reached a point where it is no longer a peripheral tool, but a central driver of productivity, governance, and innovation. Yet, for all its progress, there remains a persistent gap between individual users, organizations, and the rapidly growing AI ecosystem. The DeckerGUI project was conceived to bridge that divide. DeckerGUI is not merely another application — it represents an ecosystem shift. It reimagines how humans and AI systems interact in daily workflows by combining cloud, local, and enterprise modes into a unified interface. This hybrid configuration allows individuals and enterprises to operate seamlessly whether they are online, offline, or within secured interna…  ( 11 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    Sean Fennessey and Amanda Dobbins crown David Lynch’s Mulholland Drive as the No. 6 film of the 21st century so far, celebrating Naomi Watts’s stunning breakthrough and the movie’s endless mystery. They dive into fan theories and mind-bending interpretations, all while applauding Lynch’s genius blend of Americana oddity, European surrealism, classic Hollywood glamour and eerie outsider art. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less
    Summary Cinemasins just dropped “Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less,” a classic deep-dive of movie nitpicks peppered with their trademark humor. The page is sprinkled with links to their various YouTube channels (TVSins, CommercialSins, the CinemaSins Podcast Network), a community poll, Patreon support, and a handy Linktree for all things Cinemasins. You’ll also find credits for the writing team (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) plus invites to join their Discord, Reddit, and social feeds (Twitter, Instagram, TikTok). Whether you love ’em or love to hate ’em, they’ve got every corner of the internet covered. Watch on YouTube  ( 6 min )
    How to protect Express routes in Node.js
    Securing routes is critical in modern web applications. In this tutorial, we’ll learn how to use auth-verify, a powerful Node.js authentication library, to protect Express routes using JWT middleware. npm install express ejs body-parser auth-verify path Folder structure: web-app/ ├─ views/ │ ├─ login.ejs │ ├─ register.ejs │ └─ dashboard.ejs ├─ public/ │ └─ style.css ├─ index.js So let's make our index.js: const express = require("express"); const bodyParser = require("body-parser"); const AuthVerify = require("auth-verify"); const path = require("path"); const app = express(); const PORT = 3000; // Serve CSS app.use(express.static(path.join(__dirname, "public"))); // Middlewares app.use(bodyParser.urlencoded({ extended: true })); app.set("view engine", "ejs"); // Initialize AuthV…  ( 9 min )
    ⚡️ Dive Into the AstralGuard CTF Writeups Archive
    Ever wondered how the best hackers crack CTF challenges — step by step, move by move? Welcome to the AstralGuard CTF Writeups Archive — a growing collection of community-shared debriefs that turn complex missions into clear, teachable moments. 💡 What Exactly Are Writeups? In the cybersecurity world, writeups are detailed breakdowns of Capture-the-Flag (CTF) challenges. How the solver approached the problem, Which tools and payloads they used, The logic behind every move that led to the flag. In short — writeups are the hacker’s equivalent of a battle diary. 🎯 Why Writeups Matter (Especially for Serious Learners) For anyone studying cybersecurity, writeups are pure gold. They help you: ✅ Understand how vulnerabilities are discovered and exploited. Every great hacker started by reading someone else’s thought process — then pushing it further. 🚀 Publish Your Own Writeup — For Free Have you recently solved a CTF challenge? 📝 You can publish your writeup for free on the AstralGuard CTF platform. 👉 Explore, learn, or contribute now: https://ctf.astralguard.online/writeups  ( 6 min )
    Gemini Deep Research and the New Era of Google Workspace AI Workflows
    Gemini Deep Research is Google’s most significant step toward AI-native productivity inside Google Workspace. The model can now read Gmail conversations, analyse Google Drive files and combine context across Docs, Sheets, Chat and shared folders without uploads, embeddings or third-party retrieval layers. That single shift turns Gemini from a chatbot into a real workflow engine for developers building gmail ai automations, google drive ai workflows and full-stack google workspace ai systems. Where ChatGPT and Perplexity still require file uploads, API connectors or external RAG pipelines, Gemini Deep Research sits on top of the data that already exists inside an organisation. No ingestion jobs, no manual context injection, no vector database to maintain. The AI sits beside the user, not th…  ( 13 min )
    **Mejorando la eficiencia en el cumplimiento normativo media
    Mejorando la eficiencia en el cumplimiento normativo mediante la inteligencia artificial En un banco de México, una empresa líder en la industria financiera, la aplicación de algoritmos de aprendizaje automático (ML) y análisis de datos en la vigilancia financiera permitió una mejor identificación de operaciones sospechosas y una reducción significativa de falsos positivos. Antecedentes La Ley Federal de Prevención e Identificación de Operaciones con Recursos de Procedencia Ilícita-LFPIORPI (última reforma 2025) exige a las instituciones financieras una vigilancia eficaz de operaciones sospechosas. Sin embargo, la cantidad de datos generados en cada transacción, así como la complejidad de las redes de lavado de dinero, dificultan la tarea de los especialistas en prevención de lavado de din…  ( 7 min )
    🧑‍🚀 Choosing the Right Engine to Launch Your LLM (LM Studio, Ollama, and vLLM)
    A Practical Field Guide for Engineers: LM Studio, Ollama, and vLLM “When you’re building your first LLM ship, the hardest part isn’t takeoff — it’s choosing the right engine.” In the LLM universe, everything moves at lightspeed. how do you run a local model — fast, stable, and reliably? LM Studio — a local capsule with a friendly interface. Ollama — a maneuverable shuttle for edge missions. vLLM — an industrial reactor for API workloads and GPU clusters. But which one is right for your mission? navigation map, built by an engineer who has wrestled with GPU crashes, dependency hell, and Dockerization pains. “When I first tried LM Studio on my laptop, it was beautiful — What it is: LM Studio is a desktop application with a local OpenAI-compatible API. 📚 Documentation: lmstudio How to laun…  ( 7 min )
    Building Sortable Tree — A Lightweight Drag & Drop Tree in Vanilla TypeScript
    When working on the Automad dashboard, I needed a collapsible and sortable navigation tree for the page browser sidebar — something that would feel like a small file explorer inside the browser. My goal was simple: use plain TypeScript, no frameworks, and rely only on native browser APIs. So I went looking for an existing library. There are countless tree components on npm — but nearly all of them depend on React, Vue, or another frontend framework. I wanted something that works in any context: a small script I could drop into a project and wire up using plain events and DOM nodes. Nothing like that existed. So I built it. What started as a small experiment for the Automad dashboard eventually became a complete standalone library: sortable-tree — a lightweight, dependency-free (well, …  ( 8 min )
    Reminder: EOL for Puppet CD 4.x and Puppet Comply 2.x
    This is a reminder of the End of Life (EOL) notice that was published on August 5, 2025 for legacy product versions of Continuous Delivery (CD) and Comply (a.k.a. SCM). The EOL becomes effective February 5, 2026. This EOL affects the following product versions: Continuous Delivery (CD) 4.x Comply (SCM) 2.x Active maintenance for these versions will continue through February 5, 2026, including critical bug and security fixes. No updates or support will be provided after February 5, 2026 unless you opt into extended support, available for an additional six months as a premium offering. It is strongly recommended to migrate to CD 5.x and migrate to SCM 3.x to ensure continued support, improved reliability, and access to new features. The Perforce Puppet Support, Professional Services, and Engineering teams are here to help you plan and execute your migration. Please reach out to the Puppet team! Continuous Delivery (CD) 4.x EOL Notice Comply (SCM) 2.x EOL Notice Migrate Continuous Delivery 4.x data to 5.x Migrate from Security Compliance Management 2.x to 3.x  ( 6 min )
    How Experiential Events Bridge the Gap Between Tech and People
    Experiential Events help brands connect with people on a human level through hands-on, memorable moments. They turn clever tech into simple, feel-good action. When someone tries a demo, makes a keepsake, or sees their name appear on a product, the story lands in the heart, not just the head. That is why this style of experiential marketing works so well for UK audiences. It is live. It is shared. It is something you can hold, keep, and talk about later. In many Experiential Events, personalised activations bring brand storytelling to life. Think live laser engraving or laser cutting — fast, safe, and eye-catching. A guest chooses a design, adds their name, and watches the machine work. In under a minute, they have a special piece to take home. The tech feels friendly, and the brand feels c…  ( 9 min )
    Daily Artificial Intelligence Digest - Nov 07, 2025
    Model Advances & Core Technologies Inception secured significant funding to develop diffusion models for code and text generation. Microsoft is rolling out its first entirely in-house AI image generation model, showcasing advancements in generative AI capabilities. Google unveiled Ironwood, its seventh-generation TPU, intensifying competition in AI hardware development. Google Maps is enhancing navigation with Gemini safety alerts in India, demonstrating AI's integration into everyday applications. Perplexity will power search in Snapchat through a $400 million deal, expanding AI search capabilities across platforms. Apple is reportedly nearing a billion-dollar annual deal with Google to integrate Gemini into Siri, while Google also made it easier to access AI mode in Chrome for mobile users. Further illustrating the strategic alliance, Apple eyes Gemini for Siri integration. Microsoft is facing calls for refunds for Microsoft 365 Copilot subscriptions in Australia amid concerns over value. Concerns are emerging regarding the rise of low-quality AI content, often termed "AI slop," impacting digital information quality. Microsoft has launched a new AI Humanist Superintelligence team under Mustafa Suleyman, aiming to align advanced AI with human values. Debates around biometric data usage by AI companies like XAI for products such as "Ani AI girlfriend" highlight privacy risks. The economic risks of AI are being compared to significant past financial crises, urging caution in its rapid development. OpenAI is seeking a federal backstop for massive AI investments, signaling the high capital and potential systemic risks involved. Microsoft has developed a synthetic marketplace for testing AI agents, providing a controlled environment for development. This initiative is further detailed with the unveiling of Magentic, a new marketplace framework by Microsoft for AI agent development.  ( 6 min )
    Logging tests to the terminal in browser tests to help AI find your test results
    When using vite, you have a huge ecosystem of plugins to choose from. If you don't already have a vite app Create one via: pnpm dlx ember-cli@latest new demo-terminal-logging-during-ember-browser-testing --pnpm cd demo-terminal-logging-during-ember-browser-testing I found https://github.com/patak-dev/vite-plugin-terminal by Patak, one of the vite developers! Setting this plugin up an an ember project to get browser-test results in the terminal is quite straight-forward: In your vite config, add the plugin: + import Terminal from 'vite-plugin-terminal'; export default defineConfig({ plugins: [ + Terminal({ console: 'terminal' }), ember(), babel({ babelHelpers: 'runtime', extensions, }), ], }); And QUnit doesn't log to the console in /tests mode by default, so let's add some logging in tests/test-helper.js import * as QUnit from 'qunit'; QUnit.testDone(function (info) { let status = info.failed === 0 ? '✅' : '❌'; let statusText = info.failed === 0 ? 'passed' : 'failed'; console.group(); console.log(`${status} ${info.module} > ${info.name}: ${statusText}`); console.log(` Assertions:`); for (let assertion of info.assertions) { console.log(` ${assertion.result}: ${assertion.message}`); } console.log(''); console.groupEnd(); }); And that's it! Now when you run tests, you'll get output like this: » [vite] connected. » DEBUG: ------------------------------- » DEBUG: Ember : 6.8.1 » DEBUG: ------------------------------- » ✅ example > example test: passed » Assertions: » true: okay » » ✅ ember-qunit: Ember.onerror validation > Ember.onerror is functioning properly: passed » Assertions: » true: Ember.onerror handler with invalid testing behavior detected. An Ember.onerror handler _must_ rethrow exceptions when `Ember.testing` is `true` or the test suite is unreliable. See https://git.io/vbine for more details. » Try it out here: https://github.com/NullVoxPopuli/demo-terminal-logging-during-ember-browser-testing  ( 6 min )
    Building Cross-Language TUIs: One Go Binary to Rule Them All published
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    As AI systems continue to consume an increasingly large shar
    As AI systems continue to consume an increasingly large share of global computing resources, can we say that the pursuit of artificial general intelligence is ultimately a zero-sum game between human well-being and environmental sustainability, or is there a potential for AI to be the catalyst for a more efficient and environmentally conscious technological singularity, one where the benefits of AI outpace the costs and create a virtuous cycle of human progress and environmental stewardship? Publicado automáticamente con IA/ML.  ( 6 min )
    Create a MCP server from scratch
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    📊 Day 61 of My Data Analytics Journey!
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    I Built My Own AI Agent using n8n — And You Can Too
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    Deep Dive into G-Eval: How LLMs Evaluate Themselves
    When you ship a typical web service, you instrument it with metrics and traces. Application Performance Monitoring (APM) tells you if requests are fast, if error rates spike, and if your system is behaving as expected in production. You also write unit tests and integration tests to catch regressions before they go live. Those two pillars, pre‑release testing and live observability, are what give you confidence in traditional software. Now we’re implementing LLMs into everything from chatbots to workflow automation. They’re not deterministic functions. What we need is a way to observe and test the qualitative behavior of these models and treat their outputs as first‑class citizens in our quality pipeline. That’s where LLM evaluations (evals) come in. Evals act like unit tests and health ch…  ( 7 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
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    Mr Sunday Movies: Predator 2 - Caravan of Garbage
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    Microsoft just updated their docs on container-based development environments for #msdyn365BC.
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    Python basics - Day 20
    Day 20 – Python Standard Library Project: Build a “Utility Toolkit” using core Python standard modules (math, random, datetime, time, os). 01. Learning Goal By the end of this lesson, you will be able to: Use Python’s built-in standard libraries effectively Perform mathematical operations with math Generate random numbers with random Work with dates and time using datetime and time Manage files and folders with os 02. Problem Scenario You’re developing a small automation program and need tools for math calculations, random data generation, time management, and file handling — all without installing extra libraries. Luckily, Python’s Standard Library already provides everything you need. 03. Step 1 – math module (Mathematical Operations) Provides mathematical functions like squ…  ( 8 min )
    Advanced Linux Administration: User and Permission Control in a Simulated Business Environment
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    I tried 6 next-gen browsers - here's what I found
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    Building Custom MCP Servers with Python: A Data Engineer's Guide 🛠️
    The Model Context Protocol (MCP) lets you connect AI assistants directly to your data infrastructure. Here's how to build production-ready servers that make your data AI-accessible. Traditional approach: Export data to CSV Upload to AI chat interface Lose context and freshness Repeat manually every time MCP approach: AI queries your systems directly Real-time data access Full business context preserved Automated and repeatable Claude Desktop ←→ MCP Server (Python) ←→ Your Data Infrastructure ↓ [Snowflake, Postgres, APIs, Data Catalogs] Use Case Build Custom Use Pre-built Proprietary data warehouse schemas ✅ ❌ Custom authentication/RBAC ✅ ❌ Standard Postgres/MySQL ❌ ✅ Business logic enforcement ✅ ❌ Public GitHub repos ❌ ✅ Data governan…  ( 9 min )
    ⚛ Quantum Computing: The Next Revolution in Technology
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    Not sure whether to use VMs or containers for your next setup?
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    My SaaS homepage design journey as a backend developer
    I’ve built Vigilant, a monitoring tool designed to monitor all aspects of your website. From basic uptime checks to more advanced checks like performance. user flows and public infrastructure. It started as an open source project and is now a SaaS using the open core structure. As a backend developer, design is not my strongest point. In this article I’m sharing the different revisions of the homepage and the feedback I’ve got from generous internet users with which I was able to improve the homepage a few times to what it is now. I’ll share where I got the feedback and what I’ve changed. I won’t make you scroll down the whole article to see the before/after, so here it is the initial version (January 2025) and (June 2025): And now (November 2025): I had used a dark theme in one of my pr…  ( 9 min )
    Stop Re-Typing Terminal Commands! Boost Your Workflow with IntelliShell
    Hey dev.to community! 👋 How much time do you spend re-typing the same kubectl, helm, argocd, terraform, or custom script commands every day? Switching contexts, finding resource names, managing environments... it often involves: Running one command to get an ID or name. Copying that output. Pasting it into the next command. Repeating. 😩 Aliases help, sure. k for kubectl is great, but it doesn't solve the core problem of constantly tweaking arguments or chaining commands manually. This is where IntelliShell changes the game. It's a smart command-line assistant that lets you turn those repetitive commands into reusable, interactive templates. Think of it like this: instead of typing kubectl logs -n my-namespace my-app-pod-123xyz --since 10m over and over, you save a template once: # Bookma…  ( 7 min )
    Migrating a Laravel Application From a Relational Database (PostgreSQL) to MongoDB
    This tutorial was written by James Shisiah. When it comes to databases, the age-old debate never ends: relational versus document. On one side, you’ve got the classic relational database—PostgreSQL—organized, structured, and always insisting that every piece of data belongs neatly in its own row and column. Think of it as the well-disciplined librarian who won’t let you borrow a book without filling out three forms—the emphasis is on organization, structure, and order. On the other side, you’ve got MongoDB, the document database—with flexible schema, and more like a cool café owner who says, “Just scribble your order on a napkin, I’ll figure it out.” Document databases emphasise flexibility, ease, and speed. In this tutorial, we will take a sample Laravel blog app (with users, posts, and…  ( 24 min )
    Understanding Nodes in Godot (For Absolute Beginners)
    If you’re new to Godot, you’ve probably seen the word Node thrown around everywhere. is a Node. Scenes, characters, UI elements, even background music… all of it. Think of Nodes like Lego bricks. Each one has a specific purpose, and when you start snapping them together, you can build literally anything — from a main menu to a full 3D world. A Node is the most basic building block in Godot. Every Node has: A name — how you reference it in the tree. A type — what kind of thing it is (like Sprite2D, Camera2D, Timer, etc.). A parent and children — Nodes form hierarchies. And optionally, a script attached for custom behavior. You can think of it like this: Player (Node2D) ├── Sprite2D ├── CollisionShape2D └── Script (GDScript or C#) Each part of the player — the art, the physics, the logic — …  ( 9 min )
    Network Topology|Physical and Logical Topology and types in detail| Israh Binoj
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    Les Cloud Development Environments (CDE) - Embarquement immédiat !
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    Evita el problema N+1 en validaciones de Laravel
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    Has AI made programming less satisfying for you?
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    From GDScript to C#: A Practical Guide to Converting Your Godot Scripts
    So you’ve been hacking away in GDScript for a while, and now you’re thinking about switching to C#. Good choice. The Godot editor gives you a ton of quality-of-life features out of the box — but so do IDEs like Rider and Visual Studio. When you combine Godot’s workflow with a full-power IDE, you get code completion, refactoring tools, and static analysis that GDScript just can’t match yet. C# is faster, safer, and (honestly) just feels right if you already love strong typing and compiler-enforced correctness. Let’s walk through exactly how to take your GDScript and translate it into clean, idiomatic C#. GDScript and C# share a lot conceptually — both are high-level and friendly — but their syntax philosophies couldn’t be more different. GDScript C# extends CharacterBody3D public par…  ( 8 min )
    Bridging Scripts and Pipelines: The True DevOps Way to Context-Aware Automation
    💡 Core Idea In DevOps, building automation using Shell or Python scripts is completely different from running automation inside CI/CD pipelines. 🚀 Key Points 1.Understand the Context Gap Shell or Python scripts are created to run on specific systems like an EC2 instance or a local machine. 2.Merge, Don’t Replace Pipelines should not replace your existing scripts. 3.Separation of Responsibilities In real DevOps design, each layer has its own clear responsibility. 4.Why This Matters 🧱 Modularity: Scripts stay reusable and easy to maintain. 🔁 Portability: The same script can run locally or in a pipeline. 🛡️ Security: Secrets are managed safely within the pipeline, not inside scripts. 📈 Scalability: Both scripts and pipelines can evolve independently. 🔍 Observability: Pipelines provide unified logs and build history. 5.Context-Based Example deploy.sh set -e Jenkinsfile pipeline { Here, the pipeline provides the context (environment, credentials, and orchestration), 6.Guiding Principle “Let scripts do the work. Let pipelines decide when, where, and why that work happens.” This approach keeps your automation clean, modular, and context-aware. 7.Real DevOps Insight When you effectively blend scripting and pipelines: You move beyond simple automation into automation architecture. Your workflows become tool-agnostic — reusable across Jenkins, GitLab, or ArgoCD. You create a strong base for Infrastructure as Code and CI/CD as Code. 🏁 Final Thought A DevOps engineer’s real strength is not just writing automation — it’s in architecting it intelligently. Merging scripting and pipelines contextually is how you evolve from an executor to an automation designer.  ( 7 min )
    Como integrar Faceted Search com Interactive Grid no Oracle APEX
    Recentemente, um dev perguntou se dava pra usar Faceted Search com Interactive Grid (IG) no APEX. Por padrão, o APEX só suporta Faceted Search em Cards e Classic Reports, mas com um pequeno ajuste dá pra expandir esse comportamento. Abaixo mostro o passo a passo prático usando a Sample App – Cards como base. 👇 Instale a aplicação de exemplo Sample Cards. Ela já traz uma página com Faceted Search e uma região de Cards. Depois, duplique a região de Cards e altere o tipo para Interactive Grid, dentro de um Tab Container — assim dá pra ver as duas regiões filtrando os mesmos dados. Os facets (como Department, Manager, Job etc.) não são page items comuns, mas ainda armazenam valores de sessão. Isso significa que você pode referenciá-los diretamente na query do IG, usando seus nomes (P12_DEPTNO, P12_JOB, etc.). Crie uma Dynamic Action no evento Change do facet (ex: P12_DEPTNO): Event: Change Item(s): P12_DEPTNO True Action: Refresh Affecting Region: Search Results (IG) Mesmo sem aparecer na lista de itens, basta adicionar o nome manualmente em Page Items to Submit. Depois, use apex_string.split com o separador : na cláusula WHERE: sql where ( :p12_deptno is null or to_char(m.deptno) member of apex_string.split(:p12_deptno, ':') ) P12_SEARCH) Além dos filtros, o campo de busca do Faceted Search (P12_SEARCH) também pode ser usado para refinar os resultados do Interactive Grid. A ideia é simples: o valor digitado nesse campo será aplicado como filtro LIKE em várias colunas do IG — por exemplo: ENAME, JOB, MGR, DEPTNO, MIMETYPE e FILENAME. Basta incluir a condição abaixo na cláusula WHERE da sua query: sql and ( :p12_search is null or upper(m.ename) like '%' || upper(:p12_search) || '%' or upper(m.job) like '%' || upper(:p12_search) || '%' or upper(to_char(m.deptno)) like '%' || upper(:p12_search) || '%' or upper(m.mimetype) like '%' || upper(:p12_search) || '%' or upper(m.filename) like '%' || upper(:p12_search) || '%' )  ( 7 min )
    WTF I Got a Job ?!?!
    Yeah you read right. I am still kind of processing it, since it's an actual "high" paying office job. Some context: I was about to give up on finding a "computer" or "media" job. I've sent ~50 applications and only got two interviews (winning with the last one). I am pretty happy with the final result. But the path gave me more headaches than I suspected. I still feel the same "dread" I had before when I was unemployed for multiple months. Hope it'll go away. First: Start working. Second: Think about how I should continue my business development. Third: Still have enough time for myself and the people important to me. While working a full time job... This is going to be pretty interesting. I would appreciate any advice <3 Anyway I hope you have a wonderful rest of the week!  ( 6 min )
    Why We Ditched Next.js for TanStack Start
    I run OpenPanel.dev, an open source, privacy friendly analytics tool. So our own dashboard kind of has to feel fast. If your analytics app is slow, nobody will use it. For a long time that dashboard ran on Next.js. I have used Next since the early days. It made SSR feel easy. You wrote some React, added getServerSideProps, shipped it, and it worked. No deep framework knowledge needed. That version of Next was nice. Then the App Router arrived. Then React Server Components. And everything started to feel... wrong. The idea behind RSC is clever. In practice it turned our app into a puzzle. You get: components that are secretly server only or client only promises and Suspense sprinkled in places that are hard to follow caching that acts differently depending on which file you put the code in …  ( 9 min )
    Why 1:1s Are Your Secret Weapon (Even as an IC)
    I once had a dev partner struggling to make good deliveries. After some time talking about the project, he opened up about feeling unable to speak freely in meetings, the pressure of being new, and the fear of being fired. The solution: Create opportunities for him to talk in meetings and scheduled frequent 1:1s. Care about your partners devs, designers, QAs. If you're a tech lead, do 1:1s to understand their struggles, project difficulties, and yeah, how they're doing in life. You don't need to know everything about them, but create a relationship where they can say when something doesn't feel right. Even being an IC (Individual Contributor), you can have 1:1s with your colleagues. The Benefits Are Real: Your partners know more about you. You gain their confidence because now they know wh…  ( 8 min )
    Rick Beato: The Neal Schon Interview: the Riffs, the Solos, and the Soul of Journey
    The Neal Schon Interview: the Riffs, the Solos, and the Soul of Journey dives into the life and legacy of one of rock’s most influential guitarists. From his teenage break in Santana to co-founding Journey, Neal Schon spills the secrets behind his signature tone, melodic genius, and the creative spark that led to anthems like “Don’t Stop Believin’,” “Stone In Love,” and “Still They Ride.” With plenty of behind-the-scenes stories and reflections on how those iconic riffs came to life, the conversation paints a vivid picture of a musician who’s defined generations—and keeps on pushing the boundaries of what a guitar can do. Watch on YouTube  ( 6 min )
    No OpenAI API? No Problem. Build RAG Locally with Ollama and FastAPI
    I built a fully local Retrieval-Augmented Generation (RAG) system that lets a Llama 3 model answer questions about my own PDFs and Markdown files, no cloud APIs, no external servers, all running on my machine. It’s powered by: Streamlit for the frontend FastAPI for the backend ChromaDB for vector storage Ollama to run Llama 3 locally The system ingests documents, chunks and embeds them, retrieves relevant parts for a query, and feeds them into Llama 3 to generate grounded answers. It started with a simple frustration, I had a bunch of private PDFs and notes I wanted to query like ChatGPT, but without sending anything to the cloud. don’t know your documents. RAG changes that, it gives the model a “working memory” by feeding it relevant chunks of your data each time you ask a question. So, …  ( 9 min )
    AI Powered Search Optimization — Rethinking How Developers Build Intelligent Search
    Search isn’t just about finding information anymore — it’s about understanding intent. That’s where AI Powered Search Optimization comes in. Traditional search looks for pages with that exact phrase. This ability to interpret meaning instead of text is the foundation of AI Powered Search Optimization. From a technical perspective, AI search is powered by three pillars: 1. Natural Language Processing (NLP) NLP allows systems to interpret human language in a structured way. Libraries like spaCy, NLTK, and Hugging Face Transformers give developers powerful ways to analyze and understand language. In short: NLP makes queries smarter. 2. Semantic Search with Vector Embeddings Semantic search transforms text into vectors — numerical representations that encode meaning. Instead of looking for li…  ( 8 min )
    AI Tools That Actually Help SaaS Founders Grow
    Building a SaaS is messy. You’re coding, testing, talking to users, and somehow trying to market your product—all at the same time. Some AI tools actually make life easier, but only if you use them in real, practical ways. Here’s what’s worked for me and other founders I know: Research Smarter, Not Harder Quick Visual Concepts Copy That Actually Converts Docs Without the Headache Landing Pages in Hours Video Made Simple Automation That Actually Works **Community & SEO Wins Support Bots That Don’t Suck Presentations Without Pain UI/UX Testing Fast Marketing & Design Audio & Onboarding Idea Validation Productivity Lifesavers Social Media Without Stress The point: AI isn’t magic. It’s a tool. Use it where it removes friction, saves time, or gives insight. Start with one workflow, test it, and grow smarter—not just faster.  ( 7 min )
    Clamp CSS in 2025 | Why I Stopped Writing Media Queries For Small Tweaks
    Media queries still work. But they’re not always the best tool when it comes to small layout changes. I ran into this while building a popup that needed to shrink smoothly between 750px and 950px. I added three media queries. It felt clunky. That’s when I gave clamp() another look. Turns out, clamp() lets you describe responsive behavior in one line. It’s supported by 96% of browsers and works for any CSS property that accepts a unit (font, spacing, etc.) The syntax looks like this: font-size: clamp(16px, 2vw, 32px); or if you're using rem font-size: clamp(1rem, 2vw, 2rem); This means: Never go below 16px Never exceed 32px In between, scale based on viewport width It’s simple, except tuning the values feels awkward. The “preferred” value must be a fluid unit like vw or vmin, and the curve is linear between min and max. There are many small tools, I personally like this one to preview and fine-tune clamp expressions: https://design.dev/tools/clamp-generator/  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
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    Intent-Driven Assertions are Redefining How We Test Software
    Picture this: your QA team just rolled out a comprehensive new test suite; polished, precise, and built to catch every bug. Yet soon after, half the tests fail. Not because the code is broken, but because the design team shifted a button slightly. And even when the tests pass, users still find issues in production. A familiar story? End-to-end testing was meant to bridge that gap. This is how teams verify that complete user workflows actually work the way users expect them to. It's testing from the user's perspective; can they log in, complete a transaction, see their data?​ The Real Problem Isn't Maintenance. It's Misplaced Focus. Maintaining traditional UI tests often feels endless. Hard-coded selectors break with every UI tweak, which happens nearly every sprint. A clean, well-structure…  ( 11 min )
    Enterprise Data Access: Fully Automated Soft-Delete
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    What Is DevOps? A Beginner’s Guide to How Development and Operation Teams Work Together
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    Working Towards Improved PAM: Widening The Scope And Taking Control
    Recently, Mandiant published an in-depth look at PAM. We applaud Mandiant and Google as they continue to push toward a safer world, and their PAM guidance is packed with grounded, hard-won advice. It is also good to see non-human identities included in the scope. Service accounts APIs, workloads, and automation have real entitlements. Leaving NHIs out of PAM creates blind spots that attackers exploit and auditors eventually find. We also appreciate their PAM levels of maturity guidance. Teams can use their four levels, uninitiated, ad-hoc, repeatable, and iterative optimization, to help organizations of any size find the next steps in the right direction. This approach aligns with what we have seen in our Secrets Management Maturity research. GitGuardian is happy to help teams as they alig…  ( 10 min )
    80 Days of Python Challenges: How I Turned Consistency into Progress
    📘 Introduction: If you want to see where it all started, check out my first post about the 80 Days of Challenges here. 🛠 My Approach: 💻 Examples from the challenges For example, I built a Turn-Based FizzBuzz Game where the player competes against the machine. That one helped me practice while loops, string comparisons, and alternating turns, and made me appreciate how logic can make even simple games feel interactive. Another day, I created a Coin Flip Guessing Game to practice random.choice(), user input, and conditional logic, which made randomness and interactivity click for me. When I solved the 0/1 Knapsack Problem, I got my first real taste of dynamic programming and optimization logic, it was one of those “oh, so that’s how algorithmic thinking actually works” moments. Even simp…  ( 8 min )
    ERC-20, ERC-721,ERC-1155
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    🗺️ Engineering for Emergencies: How to Build a Real-Time Disaster Route Finder with Open Source Mapping
    The Problem: When Maps Become Traps The challenge is integrating vast, volatile data streams (weather) with static maps (roads) to provide an actionable, safe path. Introducing SafeSteps: Disaster Route Finder SafeSteps is a web-based Disaster Route Finder that layers real-time weather alerts onto a map, helping users find safe routes during storms and floods. It is a pure Civic Tech solution built to enhance safety when it matters most. The core idea: Turn raw weather data into a life-saving overlay. The Engineering Deep Dive: The Geospatial Data Pipeline The Live Weather Layer: OpenWeatherMap API The first crucial component is fetching accurate, up-to-the-minute weather data: Data Fetching: We use the OpenWeatherMap API to query conditions (rain, storms, etc.) for a user-specified or aut…  ( 7 min )
    🎧 The Silent Crisis: Using Speech Recognition and Sentiment AI for Real-Time Emotional Support
    The Problem: The Unspoken Burden The goal of EchoAid is not to replace a therapist but to provide a digital mirror: an immediate, objective reflection of your emotional state using only the sound and structure of your voice. Introducing EchoAid: The Emotion-Aware Companion EchoAid is an AI tool designed as an Emotion-Aware Speech Companion that leverages two critical Machine Learning pillars: Speech Recognition and Sentiment Analysis. The core idea: Turn raw audio into actionable emotional data, privately. The Engineering Deep Dive: The EchoAid Pipeline Speech-to-Text (STT) Transcription The raw input is the user's voice. The first step is to convert this audio stream into readable text. The Technology: We use a Python-based library (like SpeechRecognition or integrating with a robust clou…  ( 7 min )
    🔑 Own It or Lose It | The Real Power Behind “Not Your Keys, Not Your Coins”
    If you’ve been around crypto or blockchain long enough, you’ve heard it a thousand times... “Not your keys, not your coins.” But beyond being a catchy phrase, this statement gets to the very core of what blockchain stands for: trustless ownership. Let’s unpack what this means in practice, especially for developers and builders who design systems where “ownership” is baked into the code. At the heart of every crypto wallet lies one question: who controls the private key? 🔒 Custodial Wallets But here’s the catch: the convenience comes at a cost. You’re essentially trusting a third party to safeguard your funds, follow regulations, and not lock or freeze your account. You gain ease of use, but you lose absolute control. It’s similar to using a traditional bank: you own the balance, but the i…  ( 9 min )
    Day 35 of 100 days dsa coding challenge
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    Build an AWESOME React Portfolio Website (Coding Bootcamp)
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    Automate Your AWS Cost Audits and Cut Cloud Waste
    The other day, a friend of mine was complaining that every month, their AWS bill is landing like a small novel: hundreds of line items, multiple accounts, and no clear picture of why costs changed. So, I started thinking, what it takes to build a modular AWS Cost Audit script to collect and summarize cost and usage data automatically. That experiment grew into a reusable FinOps toolkit for cloud teams, which is lightweight, transparent, and CI/CD-friendly. AWS gives incredible flexibility — but that also makes it easy to overspend. Idle EC2 instances, forgotten EBS volumes, over-provisioned RDS databases, and cross-region data transfers quietly add up. Even with native tools like Cost Explorer and AWS Budgets, many teams struggle to: Continuously monitor all resources across accounts Corr…  ( 9 min )
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    The Adventures of Blink S4e10: Blink vs the Gilded Rose: The Rose in Review
    Hey friends! It's here - we finish off Season 4 today! I'd like to take a moment to express my gratitude to all of you who have been fellow adventurers with me - during this season as well as before! I'd also like to ask you: how was this season's approach? Would you rather have the blog to read or the video to watch, or... both? Leave a little feedback and let me know what you think!  ( 6 min )
    Build Your Own Niche AI SaaS for AI-Generated B-Roll Videos
    Want B-roll of yourself without shooting a single clip? You can build a tiny SaaS that does that. You let users upload images. You train a model to make a digital version of them. You generate short B-roll clips from that model. This is aimed at a small group of users, not everyone. That focus makes the product easier to build and faster to grow. Building this happens in layers. Each layer adds structure, intelligence, and automation. Here’s how you can do it step by step: • Foundation Layer: Define your goal. Decide what you want to automate, such as social posts, blog content, or newsletters. Data Layer: Collect and organize your data. Use APIs or Google Sheets to keep it structured and easy for AI to read. AI Layer: Add intelligence. Connect GPT-4 or Claude to generate content drafts fr…  ( 8 min )
    Eksploitasi Web Laravel dan Antisipasinya
    DAFTAR ISI Pendahuluan Persiapan Environment Pertemuan 6: Eksploitasi Dasar Pertemuan 7: Eksploitasi Lanjutan Kesimpulan Setelah menyelesaikan praktikum ini, mahasiswa diharapkan dapat: Memahami berbagai jenis eksploitasi web pada aplikasi Laravel Melakukan simulasi serangan dalam lingkungan yang terkontrol Mengimplementasikan teknik mitigasi dan pencegahan Membangun aplikasi Laravel yang aman C1 (Knowledge): Memahami konsep keamanan web dan vulnerability Laravel C3 (Application): Melakukan eksploitasi dalam lab environment C4 (Analysis): Menganalisis celah keamanan aplikasi C5 (Synthesis): Merancang solusi keamanan yang tepat - PHP 8.1+ - Composer 2.x - MySQL 8.0+ / PostgreSQL - Laravel 10.x - Git # 1. Buat project Laravel baru composer create-project laravel/laravel security-lab "10.…  ( 26 min )
    El propósito del Testing
    En ingeniería de software, todo programa funciona… hasta que deja de hacerlo. Y cuando lo hace, rara vez avisa. El testing no existe para demostrar que algo “anda bien”, sino para entender bajo qué condiciones deja de hacerlo. Es una práctica que revela lo que el entusiasmo del desarrollo suele ocultar: las grietas invisibles en nuestras suposiciones. Corregir un bug nunca cuesta lo mismo. Según el NIST (National Institute of Standards and Technology), el precio de un error se multiplica a medida que avanza el ciclo de desarrollo: Etapa Costo relativo Diseño 1x Codificación 5x Testing 10x Producción 30x a 100x Esto no es teoría: es matemática empresarial. En 2020, el Consortium for IT Software Quality (CISQ) estimó que el costo de software defectuoso para la economía est…  ( 8 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins takes on what they call one of the greatest genre films of all time, tearing down every plot twist and character beat in record-setting “sin” time. Expect their signature blend of nitpicks, punchy humor and a dash of Halloween spirit as they roast a movie they secretly love. Want more cinematic evisceration? Swing by their site for polls, Patreon perks and a full lineup of the CinemaSins squad—Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel—plus all their social hangouts on Twitter, Instagram, TikTok, Discord and Reddit. Watch on YouTube  ( 6 min )
    The rewrite dilemma in software engineering
    Rewriting software is a topic that sparks endless debates among engineers. The first reaction when joining an existing project is often: “This is a mess, let’s start fresh”. It’s tempting to imagine a perfect, clean system - elegant architecture, fewer compromises, faster development. Sometimes a rewrite is justified. But what’s often overlooked are the small fixes, edge case patches, and tweaks accumulated over time. That “messy” system is often stable because of these hard-earned adjustments. A rewrite might feel faster initially, but regaining that stability - rediscovering subtle fixes, handling edge cases, and testing thoroughly - often takes longer than improving the existing code. The key is balance. Rewrites aren’t inherently bad, but they come with hidden costs. Stability, accumulated fixes, and historical knowledge are valuable, and any rewrite should account for them before lighting the match. Don’t chase perfection blindly - sometimes improving what works is smarter than starting over. Happy coding!  ( 6 min )
    Understanding Modern API Architectures
    Introduction and the Business Importance of Modern API Architectures APIs as a Strategic Asset Think about how organizations like Twilio and Stripe created billion-dollar enterprises by providing user-friendly APIs. Internal platforms are subject to the same idea. Development cycles are significantly shortened and teams become more independent when a company's internal systems offer dependable, consistent APIs. Why Architecture Matters Choosing the right architecture whether REST, GraphQL, gRPC, or asynchronous messaging depends on a company’s business goals, team skills, and the types of clients consuming the API. At Nile Bits, we help organizations evaluate and design architectures that align with both technical and business priorities. Our software development services and DevOps expert…  ( 18 min )
    How to use Okta to remotely authenticate to your BigQuery MCP Server
    This article builds on our previous post, where we explored the high-level architecture of token exchange, identity federation, and how to run MCP servers in a secure and IdP-agnostic way. Now we shift into the hands-on phase: how to use ToolHive to enable an MCP server to query Google BigQuery for users authenticated via Okta. While we use Okta and Google Cloud as the example stack, this flow is adaptable to any IdP and any cloud provider with a compatible STS / federation service. You run an MCP server that receives requests from users who are authenticated via Okta. The MCP server must execute queries in Google Cloud BigQuery. You don’t want to manage Google service-account keys, embed JSON credentials in config, or lose per-user audit. You want: user-level attribution, least-privilege …  ( 10 min )
    INDEXING,HASHING & QUERY OPTIMIZATION IN SQL (EXAMPLE ON STUDENTS TABLE )
    📘 Introduction In databases, indexing and hashing are techniques used to improve the speed of data retrieval operations. Without indexes, the database must scan every row to find a match, which is slow for large tables. B-Tree Index: Used for range and equality queries (e.g., searching roll numbers or CGPAs). B+ Tree Index: A variation of B-Tree that stores data only in leaf nodes, providing faster sequential access. Hash Index: Used for exact match lookups (e.g., searching by department name). Query Optimization ensures that the database uses the most efficient way to execute SQL queries — often by choosing the right index. Step 1: Create Table Step 2: Insert 20 Sample Records Step 3: Create B-Tree Index on Step 4: Fetch details of student with roll_no = 110 ✅ The EXPLAIN keyword shows how the query uses the index Step 5: Create B+ Tree Index on cgpa In MySQL, normal indexes use B+ Tree structure internally. CREATE INDEX idx_cgpa ON Students(cgpa); Then query: EXPLAIN SELECT * FROM Students WHERE cgpa > 8.0; Step 6: Create Hash Index on dept ⚠️ Note: MySQL supports Hash Index only on MEMORY (HEAP) tables, or in PostgreSQL using USING HASH. ✅ For MySQL: ✅ For PostgreSQL: Step 7: Retrieve students from ‘CSBS’ department Explain indexing, hashing, and optimization (use the intro above). 🧱 Table Creation and Data Insertion (Include screenshot of all students.) 🌳 B-Tree Index on Roll Number (Include query + EXPLAIN screenshot.) 🌲 B+ Tree Index on CGPA (Show query + EXPLAIN output for cgpa > 8.0.) 🧩 Hash Index on Department (Show query + EXPLAIN output for ‘CSBS’ department.) ⚙️ Query Optimization Mention how indexes reduce the time for searching records. 🏁 Conclusion Indexes and hashing make data retrieval much faster and efficient by avoiding full table scans.  ( 7 min )
    🚀 Terminator SSH Manager — A Beautiful SSH Connection Plugin for Terminator
    Manage all your SSH servers with one click, right inside Terminator. If you’re a Linux user who lives inside the Terminator terminal emulator, you already know how powerful it is. Split panes, tabs, layouts — Terminator has it all. But what about managing SSH connections? Typing SSH commands manually or juggling dozens of server configs quickly becomes painful. That’s why I built Terminator SSH Manager — a simple, native plugin that brings SSH connection management directly into your terminal. ⚡ Terminator SSH Manager is a lightweight plugin written in Python + GTK3 that lets you save, organize, and connect to your SSH servers — without leaving Terminator. It blends seamlessly with the Adwaita GTK theme, so it looks and feels like a natural part of your terminal. 🔐 Multiple Authentic…  ( 7 min )
    Viktor Orbán: The Controversial Architect of Hungary’s Illiberal Democracy
    Viktor Orbán, one of Europe's most contentious political figures, has shaped Hungarian politics profoundly over the past quarter-century. As Hungary’s prime minister for multiple terms since 1998, Orbán’s leadership has not only transformed his nation but also influenced global debates on democracy, nationalism, and governance. The name Viktor Orbán resonates far beyond Hungary’s borders, representing a complex blend of political resilience, nationalist rhetoric, and a controversial approach to democracy known as "illiberalism." This blog explores the multifaceted career of Viktor Orbán, dissecting his rise, political ideology, policies, and the broader implications for Hungary and the international community. Viktor Orbán’s journey into politics began in the waning years of Communist rule…  ( 8 min )
    MichaelAI vs. CogniFlow: A Developer's No-BS Guide to Enterprise AI Platforms
    Choosing the right AI development platform is a high-stakes decision. You're not just picking a tool; you're betting on an ecosystem that will define your team's velocity, scalability, and ability to innovate. Two of the biggest names in the enterprise space are MichaelAI and CogniFlow. Both are powerful, but they are built on fundamentally different philosophies. This isn't another marketing fluff piece. We're going deep, code and all, to give you a feature-by-feature breakdown from a developer's perspective. Let's settle the debate and figure out which platform is the right choice for your next project. Before we dive into features, it's crucial to understand the core design philosophy of each platform. MichaelAI is built with an API-first approach. Every feature, from data ingestion to …  ( 9 min )
    Turn any of your APIs into a Kubernetes-native citizen
    ⚡ Transforming APIs into Kubernetes-Native Citizens The power of Kubernetes lies in its unified control plane and its resource model. But what if you could make any of your existing APIs or services behave like a native Kubernetes resource—complete with kubectl compatibility, cluster-level governance, and seamless integration? Developing extensions via the Kubernetes Aggregation Layer has traditionally been a highly complex task, demanding deep knowledge of internal API structures, serialization, and resource handling. This steep learning curve often prevents developers from extending Kubernetes as much as they'd like. This post introduces the kubernetes-aggregator-framework, an open-source tool designed to drastically simplify this process. We'll show you how this framework hides the co…  ( 10 min )
    🧑‍🚀 Mission Accomplished: How an Engineer-Astronaut Prepared Meta’s CRAG Benchmark for Launch in Docker
    Every ML system is like a spacecraft — powerful, intricate, and temperamental. The CRAG (Comprehensive RAG Benchmark) from Meta AI is the control panel for Retrieval-Augmented Generation systems. As is often the case with research projects, CRAG required engineering adaptation to operate reliably in a modern environment: 🧰 I wanted to bring CRAG to a state where it could be launched with a single command — no dependency chaos, no manual fixes. 👉 github.com/astronaut27/CRAG_with_Docker In the original build, several issues made CRAG difficult to run: 🔧 Conflicting library versions; 📦 An incorrect PYTHONPATH broke the mock-API launch; ⚙️ No unified, reproducible start-up workflow. Now, everything comes to life with a single command: docker-compose up --build After building, two containe…  ( 8 min )
    Promptcraft for Play: Endless Conversational Adventures with ChatGPT
    Rediscover interactive storytelling in the age of AI. Long before games had graphics, imagination did all the rendering. Players typed things like open door, look north, or take lantern, and the computer responded with text. That was enough to create entire worlds. These were the classic text adventures — interactive fiction where the story unfolded through conversation. With ChatGPT, this form of storytelling is reborn. You can now play through worlds that don’t need predefined verbs or rigid parsers. You can simply talk: “I shine the flashlight into the dark corridor and listen for movement.” And ChatGPT will respond naturally, adapting to your intent, describing what you see, and evolving the story dynamically. Every playthrough is different — and the world exists only between you and t…  ( 7 min )
    DotCompute RC2 — Cross-Backend GPU Compute for .NET
    Another framework? Yes. Another abstraction layer that hates your cache and your startup time? No. DotCompute’s first release candidate is ready. It gives you GPU and CPU acceleration from C# with: One kernel definition → multiple backends (CPU SIMD, CUDA, Metal, OpenCL) Native AOT-first design for .NET 9+ Modern C# API using [Kernel] attributes and source generators Automatic backend selection based on data size and available hardware If you’re a .NET dev who wants to use the GPU without writing a second language (or giving up AOT), this is for you. DotCompute is a universal compute framework for .NET 9+: you write kernels in C#, mark them with [Kernel], and let the runtime decide whether to run them on CPU (AVX2/AVX512), CUDA, Metal or fallback CPU. The compiler pipeline is built aroun…  ( 8 min )
    Case Study: Improving Developer Productivity with AI Code Detection Solutions
    In modern software development, efficiency and quality go hand in hand. As developers race to build smarter, faster, and more scalable applications, maintaining clean, original, and reliable code has become increasingly challenging. With the rise of AI-assisted coding tools, the line between human-written and AI-generated code is becoming blurred. While AI can speed up development, it can also introduce inconsistencies, security risks, or non-compliant code. This is where code AI detector solutions have begun to play a crucial role. These intelligent systems help teams identify, verify, and manage AI-generated code within projects, ensuring that productivity gains do not come at the cost of quality or integrity. In this case study, we’ll explore how organizations are leveraging AI code det…  ( 9 min )
    Easily Convert your React Native Project To Desktop App
    As someone who has gone through the emotional turmoil you are currently experiencing when it comes to building your react native projects to a desktop app, I totally understand your frustration, and because I've been in that position at one point in my life and made it out, I'm telling you, you will too, so just stick with me. Now popularly React Native is popularly known for mobile development as it is a framework for React, which is a web development tool. Here comes the huddle using react native to build a Windows desktop (.exe or MSI) app. React Native has a broader library, which is "React native for Windows", which is basically for building desktop apps, but as you can testify to it, just like I did, the documentation is a little too thin, leaving us with more questions and confusion…  ( 11 min )
    # PWA Power-Up: What Progressive Web Apps Will Do for You in 2025
    # PWA Power-Up: What Progressive Web Apps Will Do for You in 2025 Ever been frustrated with an app that takes up too much storage or a website that's slow and clunky on your phone? You're not alone! As mobile usage continues to skyrocket, the demand for seamless and efficient online experiences is growing. Progressive Web Apps (PWAs) are stepping up to answer that call, and they're poised to become even more powerful by 2025. Why Should You Care About PWAs? PWAs are essentially websites that act like native apps. They offer the best of both worlds: the discoverability and accessibility of the web combined with the engaging features of a mobile app. This means: Faster loading times: PWAs are designed to be incredibly fast, even on slow connections. Offline access: Key content and func…  ( 8 min )
    How Generative AI Is Turning Natural Language Into SQL—And Changing Data Work
    A few months ago, I asked a colleague — “Can you pull all customer orders over ₹100 000 from the last year, group them by region and send me the top five?” In a traditional world, that request would mean a hand-written SQL query, back-and-forth with data engineering, debugging joins and checking column names. But thanks to Generative AI tools, I typed that same sentence into a chat interface — and within seconds got a working SQL query and result set. The shift isn’t just neat—it’s game-changing. Today, organizations are using AI to translate natural language into SQL, automate complex queries and open data access to wider teams. This article will walk you through how text-to-SQL works, real-world examples of adoption, my own lessons, and what this means for you — whether you’re a develope…  ( 9 min )
    Simplify validation error handling in Angular with `ng-input-validation`
    💬 Introduction In Angular, displaying validation errors in a form can quickly become repetitive and verbose. It is to simplify this part that I have developed a small library: ng-input-validation, which centralizes and automates the display of error messages in an elegant and reusable way. In this post, I show you how I used to do it and how I do it today 👇 Before, for each form field, it was necessary to write several conditions to display the error messages: 👉 Result: a lot of repetitive code to maintain, especially when you have multiple fields. ng-input-validation With ng-input-validation, everything is managed automatically from the FormControl. And your FormGroup : Where before it was necessary to write several @if, today a single line is enough. The component automatically displays the correct error message according to the type of validation (required, email, minLength, etc.). You can also manage backend errors or add custom messages for each type of error. npm i ng-input-validation And don’t forget to import it into the Angular component. This library allowed me to: Save time on form management; Keep a cleaner and maintainable code; Standardize error messages in all my Angular applications. 👉 The project is open-source on npm: https://www.npmjs.com/package/ng-input-validation  ( 6 min )
    AWS S3 Vectors at scale: Real performance numbers at 10 million Vectors
    Introduction AWS S3 Vectors promises "billions of vectors with sub-second queries" and up to 90% cost savings over traditional vector databases. These claims sound good on paper, but implementation details matter. How does performance actually scale? What's the accuracy trade-off? Are there operational gotchas? This post presents empirical benchmarks testing S3 Vectors from 10,000 to 10 million vectors, comparing performance and accuracy against FAISS and NMSLib. All code used boto3 on us-east-1, measuring real-world query latency including network overhead. S3 Vectors is AWS's managed vector search service that stores and queries vector embeddings directly in S3. Key characteristics: Native S3 integration with standard durability/availability guarantees Maximum 50 million vectors per in…  ( 11 min )
    A Guide to the Best Java Machine Learning Libraries
    As a branch of AI, machine learning refers to a computer's or program's ability to learn from experience and execute complex tasks, like how humans solve problems. Among the best languages for machine learning, Java stands out. Text processing, sentiment analysis, and other ML solutions' natural language skills can be greatly enhanced with the help of the correct Java NLP frameworks and tools for language-focused applications. In this article, we look at some of the top Java libraries that may assist you in developing machine learning solutions. Machine learning libraries in Java provide developers with pre-written algorithms and tools to construct machine learning models. This type of library saves a lot of time and effort since it processes data, trains models, and then provides predicti…  ( 11 min )
    How AI-Driven Intelligent Document Processing Is Transforming Banking and Finance
    A global bank processes millions of documents every month — from loan forms and KYC files to invoices and compliance reports. This is exactly why financial institutions are turning to AI-driven Intelligent Document Processing (IDP) — a smarter way to handle data, speed up operations, and stay compliant. Unlike traditional OCR tools, AI-based IDP doesn’t just read text — it understands it. From onboarding to audit trails, IDP streamlines document-heavy processes across the financial ecosystem. KYC Automation: Instantly verify customer identities and documents. Loan Processing: Accelerate credit approvals by extracting and validating financial data. Invoice Management: Match invoices with transactions for real-time reconciliation. Regulatory Reporting: Automatically generate accurate, compliant audit records. Fraud Detection: Identify anomalies or tampered documents with AI-based checks. ✅ 90% reduction in manual effort AI-driven IDP is not just about automating paperwork — it’s about turning documents into insights. As financial data continues to expand, AI will be the invisible engine driving speed, compliance, and intelligence across every document workflow.  ( 6 min )
    React vs Next.js vs Vue: Which Frontend Framework Wins in 2025?
    Frontend development is evolving faster than ever. If you’re building apps, dashboards, or SaaS platforms, choosing between React, Next.js, and Vue isn’t just about syntax. It’s about scalability, performance, and ecosystem support. So, which one actually wins in 2025? Let’s break it down. React in 2025: Still the Powerhouse React remains the foundation for modern frontend development with 80% of enterprise teams still using it directly or via Next.js. Why it still dominates: Massive community and library ecosystem Seamless TypeScript support Continues to evolve with React Server Components Excellent for building shared design systems But watch out for: Requires extra setup for routing, SSR, and SEO Can feel “barebones” without additional libraries Steeper learning curve for stat…  ( 7 min )
    Symmetric Reference Counting: How to Eliminate Cycles Without a Garbage Collector
    Introduction When we talk about reference counting, everyone remembers one pain point: cyclic references. a.link = b b.link = a del a del b # ...but the memory is still allocated Interpreters like CPython solve this with an additional “cycle collector” (cycle GC), but this is a different system, with graph traversal, unpredictable pauses, and additional overhead. The idea is simple: refcount of those it pointed to. The problem with classic reference counting is that the model assumes the following structure: class Object: def __init__(self, name): self.refcount = 1 self.ref = None self.name = name def link(self, ref): if self.ref != ref: self.ref = ref ref.refcount += 1 def rc_dec(self): self.refcount -= 1 …  ( 9 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
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    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less takes one of the year’s most beloved genre films and gleefully rips it apart with snarky “sins,” Halloween vibes included. It’s a rapid-fire roast that proves you can lampoon even the greatest movies—just add cinematic nitpicks and a healthy dose of sarcasm. Along the way, CinemaSins shouts out its YouTube network (@TVSins, @CommercialSins, CinemaSins Podcast), social media hangouts (Discord, Reddit, TikTok, Instagram), a fan poll, Patreon support, and even Jeremy’s new book—because fans who love the jokes might as well join the sinfest. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Predator: Killer of Killers In 16 Minutes Or Less
    Cinema Sins is back on the hunt with Predator: Killer of Killers, giving the animated entry their signature “Everything Wrong With…” roast in just 16 minutes. They gleefully tear into every trope and misstep, celebrating the Predator universe while pointing out all the little (and big) sins. Of course, it’s also a big promo—expect plugs for their website, Linktree, sinful poll, Patreon, and a shout-out to the dream team of writers. Plus, they drop links to Discord, Reddit, Instagram, TikTok and all their other channels to keep your sinning addiction fully fueled. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
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    OpenAI spreads a $600B cloud AI bet across AWS, Oracle & Microsoft (and what it means for SaaS UI/UX)
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    Automating Contract Signing and Payments in WordPress Using DocuSign + Stripe
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    Ethereum Gas Fees Near 2 Cents, JPYC Gasless UX in Japan, Fusaka’s PeerDAS Cuts L2 Costs
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    Week 3: From 0 to 30 Developers (Building in Public)
    Three weeks ago, on October 15th, I hit publish on Liquidcode v2. After months of pivoting (read about that journey), I finally had something I believed in. A platform where frontend developers compete 1v1, the community votes, and your rank actually means something. I announced it on Dev.to and then... I waited. You know that feeling when you ship something? Equal parts pride and panic? Pride because holy shit, I actually finished something. As developers, we start a million projects. We finish maybe three. This was one of the three. Panic because what if it's trash? What if nobody cares? What if I spent months building something the world doesn't want? The first two days were brutal. I kept opening the app, scrolling through it like a user would, then closing it. Refresh analytics. Check…  ( 8 min )
    AI Evaluation - Future-AGI
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    Expose Your Local Network App the Smart Way: Ngrok + LAN Setup Explained
    Because sometimes, the real challenge isn’t writing the code, it’s finding the perfect balance between portability and productivity. As a software engineer, I split my workflow across two worlds: MacBook Pro → my portable dev machine, where all my codebases live. Windows desktop → my home lab powerhouse, complete with multiple screens and a ton of processing muscle. When I’m out, the Mac keeps me agile; I can code anywhere. speed boost and screen-estate to research, debug, and test faster. But there was a catch. The app I run on my Mac is only accessible at: http://localhost:3000 To test it from my Windows workstation (on the same Wi-Fi network), I expose it to my local network by binding it to the Mac’s LAN IP: http://192.168.x.x:3000 That way, I can open the app from any device connect…  ( 8 min )
    Learn CSS Fast: The Only Tutorial You’ll Ever Need
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    Introducing TokiForge: A Framework-Agnostic Design Token Engine with Runtime Theme Switching
    Introducing TokiForge: A Framework-Agnostic Design Token Engine with Runtime Theme Switching The Problem The pain points: Different solutions for each framework Theme switching requires reloads or rebuilds Inconsistent token management across projects Time wasted on setup and configuration The Solution: TokiForge We built TokiForge - a framework-agnostic design token and theming engine that works with React, Vue, Svelte, Angular, and any JavaScript framework. One tool, multiple frameworks, zero friction. What Makes TokiForge Different? Unlike framework-specific solutions, TokiForge's core works everywhere: typescript import { ThemeRuntime } from '@tokiforge/core'; const runtime = new ThemeRuntime({ themes: [ { name: 'light', tokens: lightTokens }, { name: 'dark', tokens: darkTok…  ( 8 min )
    Efficient Laziness at Scale: The Agile Team I Never Needed
    It was never there. And if it had been, I’d have dissolved it on day one. I run what some would call a software company. On paper, it's a complete organization with: a developer, an architect, a product owner, a DevOps engineer, and even a quality manager. In practice, all of that is me. And I have a dog who barks at every deployment — probably my only truly engaged stakeholder. Everyone says you need an agile team to build anything serious — a Scrum Master, a Product Owner, a few meetings to prove you exist. I considered playing all those roles myself — Scrum Master on Mondays, PO on Tuesdays, Agile Coach on Wednesdays… Then I realized: none of these roles ship code. So I never hired them. And since then… everything just works. No meetings. No ceremonies. Just code, decisions, and a bi…  ( 11 min )
    Simplifier la gestion des erreurs de validation dans Angular avec `ng-input-validation`
    💬 Introduction En Angular, afficher les erreurs de validation dans un formulaire peut vite devenir répétitif et verbeux. C’est pour simplifier cette partie que j’ai développé une petite librairie : ng-input-validation, qui centralise et automatise l’affichage des messages d’erreur de manière élégante et réutilisable. Dans ce post, je te montre comment je faisais avant et comment je le fais aujourd’hui 👇 Avant, pour chaque champ de formulaire, il fallait écrire plusieurs conditions pour afficher les messages d’erreur : 👉 Résultat : beaucoup de code répétitif à maintenir, surtout quand on a plusieurs champs. ng-input-validation Avec ng-input-validation, tout est géré automatiquement à partir du FormControl. Et ton FormGroup : Là où avant il fallait écrire plusieurs @if, aujourd’hui une seule ligne suffit. Le composant affiche automatiquement le bon message d’erreur selon le type de validation (required, email, minLength, etc.). Tu peux aussi gérer les erreurs backend ou ajouter des messages personnalisés pour chaque type d’erreur. npm i ng-input-validation Et n’oublie pas de l’importer dans composant Angular. Cette librairie m’a permis de : Gagner du temps sur la gestion des formulaires ; Garder un code plus propre et maintenable ; Uniformiser les messages d’erreur dans toutes mes applications Angular. 👉 Le projet est open-source sur npm : https://www.npmjs.com/package/ng-input-validation  ( 6 min )
    You’re not the real product owner if you can’t say, “F*ck it, let’s kill the product.” Until you have that power, you’re just managing, not owning.
    A post by rndthts.dev  ( 6 min )
    The OSI Model Explained: How Data Really Flows Through the Internet
    I am studying for my AWS certifications. Everyone said: "Learn networking first." So I dove into the OSI model. The concept clicked when I stopped trying to memorize layers and started understanding what problem each layer solves. The OSI model is not something you memorize. It provides a framework for understanding how data moves from your laptop to AWS servers and back. Here is what I wish someone told me on day one. Before we dive in, let me explain why networking is not just theory. You cannot configure AWS VPCs without understanding Layer 3 (IP addresses). You cannot write Security Group rules without understanding Layer 4 (ports). You cannot troubleshoot connectivity without understanding all 7 layers. When you run this Python code: import boto3 ec2 = boto3.client('ec2') response = …  ( 13 min )
    Choosing a dependency
    Fun fact, I thought I had already written this post, but when I wanted to reference it, I found out that I didn't. In this post, I'd like to describe my approach when choosing a dependency. I'll first define what I mean by dependency in the context of this post. Then, I'll list a grid of several criteria to analyze possible dependencies with. A dependency is literally something your software depends on: infrastructure such as a filesystem or a database, network, etc. In the context of this post, however, I'd like to narrow the scope to a software dependency that you need to compile/run, i.e., a library. Different software stacks have different names for this library: Ruby calls it a gem Rust calls it a crate Python and Node.js call it a package Go calls it a module Maven/Gradle call it…  ( 11 min )
    Hijack the Back button on Android in NativePHP
    While testing my NativePHP Android application, I noticed that the back button / action wasn't behaving the way I would expect for a regular "native" application. I realised that it was behaving like a browser with it's history stack. If I navigated into sub-menus using the UI then started using the back button / action it would just take me back through my history instead of up the menu tree like a regular app would, so I thought I'd look into how to fix that behaviour. After a quick Google search, the answer ended up being a simple, single line change. By adding the following to your MainActivity.kt file, we can instead emit an event in JavaScript which can then be reacted to. webView.evaluateJavascript("window.dispatchEvent(new Event(\'native:backpressed\'))", null) Caution: If you ta…  ( 7 min )
    🔄 Loop Master: Menguasai Seni Algoritma Perulangan
    Prolog: Ketika Copy-Paste Bukan Solusi 📖 Cerita Pembuka: Si Pelupa dan 1000 Undangan Ada seorang mahasiswa bernama Andi yang ditugaskan panitia acara kampus untuk mengirim email undangan ke 1000 peserta seminar. Andi mulai mengetik: Kirim email ke peserta1@gmail.com Kirim email ke peserta2@gmail.com Kirim email ke peserta3@gmail.com ... (997 email lagi) Setelah 3 jam dan baru selesai 50 email, Andi menyadari: "Pasti ada cara lebih baik!" Ngeri, kan? 😱 Nah, di sinilah algoritma perulangan hadir sebagai penyelamat! Algoritma perulangan (looping) adalah struktur kontrol yang memungkinkan kita mengeksekusi blok kode berulang kali tanpa harus menulis ulang kode yang sama. Perulangan ada di mana-mana dalam kehidupan kita: Rutinitas Pagi 🌅 SELAMA belum_sampai_kampus: …  ( 19 min )
    Top AI Trends in Software Development in India: What Developers Need to Know
    In the heart of India's thriving tech hubs like Odisha, developers are redefining the future one line of code at a time. As the nation emerges as a global AI powerhouse, AI trends in software development are reshaping how we build, deploy, and innovate. With investments pouring in and the AI market poised for explosive growth, understanding these top AI trends in software development isn't optional, it's essential for staying ahead. Whether you're crafting fintech solutions in Mumbai or healthcare apps in Chennai, this guide unpacks theAI trends in software development that promise to boost productivity by up to 40%, bridge skill gaps, and unlock new revenue streams. We'll dive into actionable insights, real-world applications tailored to India's diverse landscape, and tips to implement th…  ( 10 min )
    WTF is Machine Learning Operations (MLOps)?
    WTF is this: Machine Learning Operations (MLOps) Edition Ah, Machine Learning Operations (MLOps) - the term that's been buzzing around the tech world, leaving many of us wondering, "What the heck is that?" Well, wonder no more, folks! Today, we're diving into the world of MLOps, and I promise, by the end of this post, you'll be an honorary expert (or at least, you'll sound like one at your next dinner party). In simple terms, Machine Learning Operations, or MLOps, is like the project manager of the machine learning (ML) world. It's a set of practices and tools that help manage and streamline the process of building, deploying, and maintaining machine learning models. Think of it like a factory assembly line, but instead of producing cars, you're producing super-smart, AI-powered models t…  ( 11 min )
    How to Resolve Tightly Coupled Dependencies in AWS CDK
    Introduction: The dependency hell If you've ever worked with AWS CDK or CloudFormation, chances are high you've stumbled into a familiar problem: stack dependencies One stack exports an output-value, another one imports it, you make a small innocent change and suddenly Boom 💥 Your deployment suddenly does not work anymore. Yeah, I've been there too lately, it's one of those moments where you realise how easy it is for tightly coupled stacks to create hidden deployment traps, circular dependencies, deadlocks, and redeploy nightmares. In this post, I'll walk you through an example of how to refactor your CDK code to make it more loosely coupled, reducing cross stack references and giving you more flexibility in deploying and evolving your infrastructure safely. Imagine following architect…  ( 9 min )
    Create a Smaller Docker Image for Our Spring Boot Application
    The original article is hosted on my website here, so for my first article, I'll keep it short, with step-by-step explanation. You can check the sample repository, or here is the full Dockerfile: FROM amazoncorretto:25-alpine-full AS build WORKDIR /usr/src/project ENV JAVA_VERSION=25 ENV APP_NAME=app.jar ENV DEPS_FILE=deps.info COPY pom.xml mvnw ./ COPY .mvn/ .mvn/ RUN chmod +x mvnw RUN ./mvnw dependency:go-offline COPY src/ src/ RUN ./mvnw clean package -DskipTests RUN jar xf target/${APP_NAME} RUN jdeps \ --ignore-missing-deps \ -q --recursive \ --multi-release ${JAVA_VERSION} \ --print-module-deps \ --class-path 'BOOT-INF/lib/*' \ target/${APP_NAME} > ${DEPS_FILE} RUN jlink \ --add-modules $(cat ${DEPS_FILE}),jdk.crypto.ec \ --strip-java-debu…  ( 8 min )
    Building Reliable AI Agents with MCP: What We Learned Moving Codegen to the Planning Phase
    TL;DR Letting an LLM write runtime code feels powerful until you run it every weekday at 9:00. Small per-step errors compound across long workflows. We shifted code generation out of runtime and into the planning phase using a typed DSL, validated components, and MCP. The LLM plans and composes; a deterministic engine executes. Result: lower failure rates, bounded costs, and behavior teams can trust. We started the common way: the model wrote code on the fly to call tools. After months of tuning, reality intruded: 20%+ end-to-end failure rate Missing await Type mismatches Edge cases that crashed workflows The math hurts: if each step is 95% accurate, a 10-step job succeeds about 0.95^10 ≈ 59.87%. That is not usable for customer-facing operations. We moved generation from runtime to the …  ( 8 min )
    Inter-Process Communication (IPC) in C++: Complete Guide
    A complete reference guide to all inter-process communication mechanisms for systems programmers Inter-Process Communication (IPC) is a fundamental concept in systems programming that enables independent processes to exchange data and coordinate their actions. In the era of multi-core processors and distributed systems, understanding IPC is critical for creating efficient, scalable, and reliable applications. In this reference guide, we'll explore all core IPC mechanisms, including their implementation in C++, performance characteristics, pitfalls, best practices, and platform-specific considerations. IPC (Inter-Process Communication) is the mechanism for data exchange between processes in an operating system. Why is IPC necessary? Processes in modern operating systems are isolated from ea…  ( 13 min )
    AI's Role in Revolutionizing Team Dynamics
    AI's Role in Revolutionizing Team Dynamics In today's fast-paced and interconnected world, forming the right team can make or break a venture. Whether you're an entrepreneur launching a startup or a manager assembling a project team, the stakes are high. With the integration of AI and machine learning into the process, team formation is becoming more strategic and effective than ever. Traditionally, building a team relied heavily on gut instinct, networking, and sometimes a bit of luck. While these methods are valid, they often lack the precision needed in today's competitive landscape. Enter AI and machine learning, technologies that are not only transforming how we form teams but also how they collaborate. 1. Data-Driven Insights: AI systems can analyze vast datasets to identify patter…  ( 7 min )
    How I Automated My Client Onboarding — And Saved 10+ Hours Every Week
    Let’s be honest: onboarding new clients manually sucks. A few months ago, at Gonzo Digital Marketing Australia, I decided to fix this the developer way — through automation. Here’s what I did 👇 🧩 Step 1: Defined the Workflow Every client went through the same 5 steps — proposal → approval → payment → kickoff → reporting. ⚙️ Step 2: Integrated Everything When a client signs a proposal → they automatically receive a welcome email When payment is confirmed → our internal Slack gets a “New Project Live” message When onboarding is complete → GDrive folder & reports are auto-created No code. No hassle. Just time saved. 💡 Step 3: Why This Matters This small automation turned into a major productivity boost — cutting admin time by 70% and improving client satisfaction. If you run a digital marketing agency in Australia or handle multiple clients, this approach will change your workflow forever. 🏁 Final Thoughts We at Gonzo Digital Marketing Agency always look for smarter ways to work — not harder. 💬 Question for you: What’s one task in your workflow you’d love to automate next?  ( 6 min )
    Cost Optimization in Azure: Using the FinOps Toolkit to Save Money
    Cost optimisation. It’s important in all walks of life, whether you are looking after your household bills or your cloud environment. When we look at Azure there are tools and mechanisms that can help you monitor your costs, from Azure Advisor to Cost Alerts. Within this blog post we’ll look at some of the resources with the Azure FinOps toolkit that can be deployed to help keep a monitor of your costs. The Azure FinOps toolkit is a set of resources that can help you manage your Azure Costs and FinOps journey. There are alerts, workbooks and PowerBI reports that can be deployed. It is an open-source project that is maintained and owned by Microsoft but the community over the years has also contributed to it. There are two resources within the toolkit that I would recommend you look …  ( 9 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    TL;DR CinemaSins just roasted (and celebrated) one of this year’s best genre flicks in a speedy “Everything Wrong With Sinners In 15 Minutes Or Less” Halloween special—loading up on playful nitpicks while still admitting the movie totally rules. Want more sin-filled fun? Check out their website, socials, poll and Patreon to support the team, and say hi to the writers behind the laughs! Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Predator: Killer of Killers In 16 Minutes Or Less
    Everything Wrong With Predator: Killer of Killers in 16 Minutes or Less sees CinemaSins gleefully counting every plot hole, character quirk and franchise trope in the latest animated Predator outing. True to form, they roast the flick while celebrating the hunt, keeping the pace lightning-fast and the sin count merciless. Off-screen, CinemaSins plugs its ever-expanding network (@TVSins, @CommercialSins, CinemaSins Podcast), social hangouts (Discord, Reddit, Instagram, TikTok), a “sinful” fan poll, Patreon support and even Jeremy’s new book—proving no Predator goes unnoted (or unsinned). Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 takes the franchise out of the jungle and drops it into a sweltering, crime-ridden 1990s LA where Danny Glover squares off against an even deadlier Predator (plus a dash of Gary Busey chaos). It’s not Schwarzenegger swinging from vines, but if you’re up for neon-lit shoot-outs instead of machete slashes, it’s a surprisingly fun twist. This Caravan of Garbage review leans into the sequel’s quirks—heat waves, gritty cityscape and all—celebrating what makes Predator 2 its own kind of carnage-packed blast. Watch on YouTube  ( 6 min )
    🚀 Terraform Workspaces and Multi-Environment Deployments
    Learn How to manage Terraform Workspace and configure Multi-Environment Deployment. Welcome to the world of Cloud and Automation, Devs! Today, we’re going to explore one of the most powerful and widely used Infrastructure-as-Code (IaC) tools — Terraform. In this guide, we’ll learn how to use Terraform workspaces to manage multiple environments seamlessly — from Development to Staging and finally Production. By the end of this blog, you’ll not only understand how Terraform organizes infrastructure across environments but also see it in action through a hands-on demonstration — deploying a static website on Amazon S3 with three isolated environments. So, without further ado, let’s dive in and uncover how Terraform simplifies multi-environment deployments in the cloud. Before we jump into th…  ( 10 min )
    5 Common Online Security Mistakes (and How to Avoid Them)
    Hey everyone 👋 I’m Shervin, the developer behind DigitalSecurity — an AI-powered cybersecurity app that helps people stay safe online 🛡️ Today I want to share 5 common mistakes that many people make when it comes to online security — and how to avoid them 🔒 It’s one of the biggest security risks! Always use strong, unique passwords for every website. 👉 Tip: use a password manager to keep them safe. Outdated software often has known vulnerabilities that hackers can exploit. Keep your system and apps updated regularly. Never click unknown links in emails, messages, or ads. Many phishing attacks start this way ⚠️ Free Wi-Fi networks are not safe! Avoid logging into important accounts while using them, or use a VPN instead. Even if you’re careful, threats can still happen. That’s why I built DigitalSecurity — an AI-based tool that detects and blocks online dangers in real time 🤖 👉 Check out the project here: https://github.com/shervinbaghervand33-del/DigitalSecurity Stay safe, stay smart, and protect your digital world 🌍 — Shervin  ( 6 min )
    Advanced Pydantic AI Agents: Building a Multi-Agent System in Pydantic AI
    In the previous part of this series, we introduced the concept of message history and explored how agents in Pydantic AI can maintain conversational context across multiple interactions. In this part, we temporarily set aside message history and focus instead on a new concept in Pydantic AI: the Multi-Agent Pattern. This pattern allows us to design modular, cooperative AI systems that distribute responsibilities and work between agents to complete a task. The Multi-Agent Pattern is a design principle in which several agents cooperate to complete complex tasks. Each agent is responsible for a specific domain or capability, and together they form a distributed intelligence system. Pydantic AI supports several forms of multi-agent coordination, each designed for different control flow strateg…  ( 11 min )
    “Mirror, Mirror on The Screen, Who Is The Fairest of Them All?”
    (No, I am not gonna walk you through the labyrinth of self-validation and AI psychosis.) “Originally published on Medium — exploring AI mirroring and how we can leverage it.” Welcome Back, how have you been? How does it feel, now that you know you’re not as unique as you thought? That, even a machine can predict what you want to hear, and say that back to you? Do you feel “seen”, or “exposed”? Does your ego sting? “Mirror, Mirror on the screen, who is the fairest of them all?” I. Why Mirror: “theory of minds” with an eerie precision. We know, it lacks emotions, judgements, sense of right or wrong. We talk about how a machine can follow ethics, and uphold right from wrong. Yet, somehow, we believe, it can make us question our own perceptions. It makes us realize, all these are nothing …  ( 12 min )
    Inside a Tech War Room: What Real Leadership Looks Like During System Outages
    When a system goes down, there are no headlines, no trending posts, and no public acknowledgment of the pressure inside the team. But anyone who has experienced a major production incident knows how intense a tech war room feels. There is no noise from the outside world. Just screens, dashboards, log traces, and people working under shared urgency: get the system back up. When production fails, every minute matters. The room fills (physically or virtually) with a defined set of roles: Engineers digging through logs and debugging failure chains Architects mapping dependencies and identifying root causes Product managers coordinating communication and expectations Support teams working to reduce user frustration Leadership holding the center and maintaining clarity There is no hero sp…  ( 7 min )
    5 Ways to Scale FreeSWITCH for High-Performance VoIP Systems
    Introduction As modern enterprises grow, so does the demand for real-time, high-quality voice communication. In this post, we’ll explore five proven strategies developers use to scale FreeSWITCH systems for performance, stability, and future growth. Instead of depending on a single large server, distribute your FreeSWITCH instances across multiple nodes. Tip: Implement health checks so the load balancer can dynamically reroute SIP traffic if a node goes down. Running FreeSWITCH on Docker or Kubernetes enables predictable scaling, simpler management, and faster deployment cycles. Kubernetes’ auto-scaling and self-healing capabilities are particularly effective for VoIP workloads. Media processing (RTP) is one of the most resource-intensive aspects of FreeSWITCH. Consider deploying dedicated media relays for handling conference calls and IVRs. As you scale horizontally, managing configs across multiple FreeSWITCH nodes becomes complex. Scalability isn’t just about adding servers — it’s about understanding performance trends. 🔍 Test call concurrency and media performance before production deployment. Scaling FreeSWITCH isn’t a one-time setup — it’s a continuous optimization process involving load balancing, automation, monitoring, and modularization. building a call center platform or a global communication solution, following these principles ensures your VoIP system remains stable, efficient, and ready for growth.  ( 7 min )
    Where coding agents excel (and where they don't)
    This is a first-person, hands-on writeup of how I experienced using Copilot coding agents today. I include examples, a gotcha I hit while using it, and a short checklist so you can try it in your repos. I started experimenting with Copilot coding agents because I wanted to scaffold a lot of things which IDE-based agents do not, and to see what an assistant could do for me (refactoring scaffolding, creating test harnesses, running quick migrations) and actually execute code in a prepared environment instead of just suggesting edits. Over the last few months I tested agents on various projects and refined a small set of rules that helped me experience the current possibilities of delegating tasks to an agent. Unlike traditional IDE-based agents, Copilot coding agents can perform a broader ra…  ( 10 min )
    The Untapped Risk of Water Management in Sustainability
    Water underpins $58 Trillion in economic value (WWF, 2021) yet attracts less than 1% of climate-tech investment (Geschwind, 2023)1. This mismatch is becoming untenable as climate change and population pressures intensify, turning water into a material supply chain risk. Drought-driven shipping limits at the Panama Canal and production halts in Taiwan and Arizona show that water is no longer peripheral, it is a core driver of long-term value and a rising ESG priority. Climate Change: Amplifying Water Stress Hotter global temperatures are: For investors, climate volatility compounds water scarcity, directly impacting agriculture, energy and urban infrastructure. Why Water Risk Matters for Investors AI’s Hidden Water Footprint Aral Sea: The Ripple Effects of Water Risk Social & Economic Conse…  ( 10 min )
    Website Breakdown Highlights Risks of Unmanaged Plugin Updates, Says Asaaju Peter of Phemight Technologies
    A recent case involving a client’s WordPress website has brought attention to the growing issue of plugin compatibility and excessive add-on usage, according to web developer Asaaju Peter of Phemight Technologies. The client reported that the website no longer loaded properly and instead displayed multiple fatal errors across various pages. Upon investigation, it was discovered that the website had been built using Elementor and several Elementor-related add-ons installed in 2023. Meanwhile, the website had automatic updates enabled, which caused Elementor to update to the latest version while the outdated add-ons remained incompatible. This conflict led to the website’s functionality breaking entirely. According to Asaaju Peter, this situation is common among WordPress users who rely heavily on multiple third-party add-ons and do not perform version compatibility checks before updating. He emphasized that maintaining a WordPress website is not just about installation but also about ensuring stability, performance, and cautious management of plugin updates. He advised users to avoid unnecessary add-ons and disable auto-updates unless compatibility is confirmed. Phemight Technologies continues to offer website maintenance, troubleshooting, and optimization services to help businesses maintain reliable and secure online platforms.  ( 6 min )
    MuleSoft - SFTP - Write content to file and upload to server
    1. Add modue of SFTP After adding module of SFTP, you'll see below maven dependency added in pom org.mule.connectors mule-sftp-connector 2.5.1 mule-plugin   2. Setup local sftp server by docker This section is omitted; please refer to the following article for details: install sftp server   3. Config sftp in yaml file yaml sftp: host: "127.0.0.1" port: "2222" username: "sftpuser" password: "123456" remotePath: "~/sftp"   4. Add SFTP in global element config properties Here's xml code of it:   5. Drag and drop an SFTP write processor and config it Here's xml code of it:   6. Use Bruno & FileZilla to verify the program Bruno FileZilla After requesting successfully in bruno, you'll see below result in FileZilla: Download the file from FileZilla, and the content of the file should be like this: { "ftpHost": "127.0.0.1", "ftpPort": 2222, "username": "sftpuser", "password": "sftppass", "remotePath": "/uploads", "fileName": "local-test.txt", "fileContent": "SGVsbG8gTG9jYWxTdG9yZSE=" }  ( 6 min )
    Range in Python (4)
    Buy Me a Coffee☕ *Memo: My post explains a range (1). My post explains a range (2). My post explains a range (3). A range can be read by slicing as shown below: *Memo: Slicing can be done with one or more [start:end:step] in the range [start, end): start(Optional-Default:None-Type:int/NoneType): It's a start index(inclusive). If it's None, it's the 1st index. Don't use start=. end(Optional-Default:None-Type:int/NoneType): It's an end index(exclusive). If it's None, it's the range length. Don't use end=. step(Optional-Default:None-Type:int/NoneType): It's the interval of indices. If it's None, it's 1. It cannot be zero. Don't use end=. The [] with at least one : is slicing. start and end can be signed indices(zero and positive and negative indices). Error doesn't occur even if [sta…  ( 8 min )
    Mystery Mansion Mayhem
    I'll create a polished Halloween landing page for a fictional "SpookyFest" event with modern front-end techniques. Here's the complete solution:  ( 5 min )
    Complete Guide to Credit Card Fraud Detection: How AI Protects Your Money
    Introduction: The Battle Against Credit Card Fraud Imagine this scenario: You're having a normal day when suddenly your phone buzzes. It's your bank asking if you just made a $1,500 purchase in another country. Your heart sinks. You check your wallet—your credit card is still there. Someone has stolen your card information and is trying to spend your money. This happens to millions every year, but thanks to modern credit card fraud detection systems, most attempts are stopped before any money is lost. Credit card fraud detection has evolved from manual reviews to advanced artificial intelligence systems that spot suspicious activity in milliseconds. In this guide, we'll explore how these systems work, why they're essential, and how companies like Labellerr AI are helping create smarter, …  ( 9 min )
    Why `rem` Should Be Your Default for Spacing in Modern CSS
    Why Use rem Instead of px for Padding? /* Before */ padding: 24px 74px; /* After */ padding: 1.5rem 4.625rem; But this is one of those small shifts that has a big impact in modern CSS, especially when building scalable and accessible interfaces. rem Responds to User Accessibility Settings The rem unit is relative to the root font size (typically the browser default of 16px). px values do not scale → the layout becomes cramped and harder to read. rem values do scale → spacing and layout grow proportionally. This means a UI built with rem is more accessible and readable for all users. em? em values are relative to the element’s own font-size, which can lead to padding and spacing changing unexpectedly when typography changes. rem keeps spacing consistent, even if a component’s font size is adjusted. Feature rem (Recommended) em Relative to root font-size (html) ✅ Yes ❌ No Padding stays consistent when element font-size changes ✅ Yes ❌ No Ideal for layout spacing (padding, margin, gap) ✅ Yes ❌ No Works well in design systems & token scales ✅ Yes ❌ No Best for sizing elements relative to their own text ❌ No ✅ Yes Common use Global spacing & layout Inline elements that scale with text Switching from px to rem makes your UI: More readable More accessible More visually consistent Easier to maintain Better prepared for responsive layouts If you're building a modern design system or want your UI to scale gracefully across devices and accessibility settings, use rem for padding and layout spacing.  ( 6 min )
    vimconfig: Auto-Setup Vim dengan Backup Otomatis
    Halo semuanya. Aku dari Indonesia dan mau share tools konfigurasi Vim yang aku buat. Namanya VimConfig, ini bikin setup Vim jadi lebih gampang dan cepat, terutama kalau sering reinstall atau ganti device. Aku males setup Vim dari nol terus, apalagi kalau reinstall sistem. Jadi aku bikin tools ini buat otomatis setup semuanya. Develop-nya di Termux pake proot-distro, jadi mungkin ada case yang belum kepikiran buat sistem lain. vcfg tool - CLI tool buat manage plugin dan konfigurasi Modular - Konfigurasi per bahasa terpisah Auto backup - Config lama kamu otomatis di-backup ke ~/.config/vim.backup.{date} Multi-bahasa - Support JS/TS, Python, C/C++, Go, PHP, Bash Termux-friendly - Optimized buat mobile development curl -fsSL https://raw.githubusercontent.com/aidomx/vimconfig/main/install.sh …  ( 7 min )
    Chapter 3 开源jeecgboot的本地启动
    1 jeecgboot官网以及开发手册 2 前端Vue2启动 3.1 启动过程 3.2 sql数据库安装 3.2.1 安装MYSQL5.7.20版本 3.2.2 安装MYSQL8.0.32版本 3.2.3 在cmd中修改root密码(针对mysql-8.0.32-winx64版本) 3.3 redis安装 3.3.1 安装教程 3.3.2 redis是什么 4.1 先检查数据库是否在线 4.1.1 问题描述 4.1.2 卸载并重装mysql-8.0.32-winx64版本 4.1.3 mysql-8.0.32-winx64卸载教程 4.2 再启动redis:【在cmd中输入: redis-server; 】 4.3 然后检查并更新前后端代码配置,并启动前后端代码; 4.4 登录系统; Table of contents generated with markdown-toc [tod] 1 jeecgboot官网以及开发手册   jeecgboot官网:JEECG官方网站 - 基于BPM的低代码开发平台 jeecgboot开发文档:Maven私服设置 · JeecgBoot 开发文档 · 看云 ant-design-vue官网:Ant Design of Vue - Ant Design Vue (antdv.com) ant-design-vue开发文档:简介 | Vue.js (vuejs.org) 语言学习:菜鸟教程 - 学的不仅是技术,更是梦想! (runoob.com)   之前从jeecgboot官网Git下来了前后端,应该参照ERP项目进行了部分改动。详见GitLab如下: JeecgBootFrontVue2:https://gitlab.com/JackChen-Strong/jeecgbootfrontvue2 JeecgBootBack:http…  ( 7 min )
    Building a Password Checker with Vanilla JS (No Frameworks!)
    I got locked out of the GST portal for the third time because my password "didn't meet requirements." No explanation. Just "Invalid password." Speed. I wanted the tool to be: Fast to load (< 50KB total) Fast to build (2 weekends) Fast to run (real-time password checking) Adding React would add 130KB+ before I wrote a single line of code. For a single-page tool, that's overkill. The Tech Stack Frontend: Vanilla JavaScript + Tailwind CSS Styling: Tailwind CDN (for rapid prototyping) API: Have I Been Pwned (k-Anonymity model) Hosting: Vercel Source Control: GitHub Total bundle size: ~48KB (including Tailwind) const portalRequirements = { uidai: { minLength: 8, requiresUppercase: true, requiresLowercase: true, requiresNumber: true, requiresSpecial: true, }, gstn: { …  ( 10 min )
    Recommendations for Useful AI Search Tools
    The core value of AI search tools is that they are fundamentally changing how we interact with information. Traditional search engines provide an "index," requiring users to click links, read, filter, and synthesize answers for themselves. AI search, however, attempts to bypass these intermediate steps by directly understanding complex user intent, integrating web information, and generating a relatively complete, ready-to-use "answer." This "answer-driven" experience is iterating rapidly, and many excellent products with different approaches have emerged. Each has its own focus and is suited for different needs. Perplexity AI: The Rigorous Answer Engine Perplexity AI is perhaps the product that best represents the "answer engine" model today. Its interface is extremely minimalist, center…  ( 9 min )
    Chapter 2 Git使用心得
    目录 1 仓库类型:gitlab 2 新建项目并推送到新的gitlab远程仓库中 3 从gitcode开源仓库(如jeecgboot)到gitlab官网上的私人仓库:直接用url 4 切换本地项目的远程仓库,并将本地项目push到新的Gitlab仓库中(即Gitlab仓库迁移) 4.1 场景举例 4.2 几种不同方法 4.2.1 方法一:在git bash here中进行命令行操作 4.2.2 方法二:在IDEA中操作 4.2.3 方法三:使用TortoiseGit 4.3 遇见的问题 4.3.1 问题描述 4.3.2 解决措施 5 对Git的个人理解 5.1 Git、小乌龟TortoiseGit的安装和中英文切换教程: 5.2 个人理解 6 可参考的Git学习资料 7 Git发版实操 7.1 发版方式分类 教程:Git 技能:如何把本地新项目推到远程空仓库_哔哩哔哩_bilibili 对jeecgboot开源项目进行本地改造后,推送至自己的Gitlab官网上的私人仓库。 ①教程:41-工具类_哔哩哔哩_bilibili ①教程:【Git教程】5-7 Git推送已有仓库到Gitee_哔哩哔哩_bilibili 采取上述方法后,在将代码push之前进行pull的时候,报如下错误:You are not currently on a branch.Please specify which branch you want to merge with.See git-pull(1) for details. 【特别注意:我的Gitlab官网上的私有仓库不是公开的,所以在push代码前最好是将Gitlab相应仓库设置为Public】 ①参考链接:Git常见问题解决办法 - 爱码网 ②解决步骤: ​ S1:打开问题项目的Git Bash here; ​ S2:输入: git checkout -b temp # 在工作区中创建并切换至temp分支; ​ S3:输入:git checkout # 切换回目标分支,我的是:git checkout main; Git、小乌龟TortoiseGit的安装和中英文切换tortoisegit切换语言公孙元二的博客-CSDN博客 Git(Git管理最全面的工具): Git Bash here(Git的命令行界面,可以实现Git的全部操作) 上传本地文件(夹)到GitHub和更新仓库文件 - 知乎 git从安装到多账户操作一套搞定(一)入门使用 git从安装到多账户操作一套搞定(二)多账户使用 方式一:增量。示例:在gitlab上将commit从【代发版分支】(如dev)merge合并到【生产分支】(如prd),然后在【生产分支】上对commit发版,并merge commit。注:该示例中无需使用IDE。 方式二:全量。示例:将本地【代发版分支】(如dev)中的代码(最新)全量merge到本地【生产分支】(如prd),再将本地【生产分支】push到远端【生产分支】,从而全量发版。参考教程:(54条消息) vs Code合并分支vscode合并分支点点辰光的博客-CSDN博客  ( 6 min )
    Designing My First Zoom System Design Interview Platform from the Trenches
    TL;DR: When I first faced a system design interview for a senior engineering role, the prompt was deceptively simple: Design a video conferencing system like Zoom. I thought, “How hard can it be?” Fast forward 3 hours of intense whiteboarding, network diagrams, and trade-off debates later — I realized designing a scalable, real-time, low-latency video platform is a beast. But through that struggle, I learned critical lessons that shaped my system design thinking. In this post, I’ll walk you through my experience designing a Zoom-like system, breaking down my approach, technical tradeoffs, and real-world strategies. Whether you're prepping for interviews or building collaboration tools, these 7 lessons will help you build robust, scalable video conferencing systems. At the start, I made the…  ( 9 min )
    Optimizing Throughput: How Cloud & GPU Acceleration Power Batch Background Tools
    Removing backgrounds from a single image is easy. But removing backgrounds from hundreds or thousands of images in one go — and getting clean, consistent results — is a different challenge. That’s where AI batch background removal tools shine. Behind their speed and accuracy sits a powerful combo: cloud computing and GPU acceleration. Together, they turn heavy image processing tasks into smooth, scalable pipelines. This article breaks down how cloud and GPU acceleration optimise throughput and deliver fast, reliable background removal at scale — without drowning in compute bottlenecks. Throughput refers to how many images a system can process per second — a critical metric for performance. When you're processing: E-commerce product photos Model catalogs Bulk portrait shots Marketing asset …  ( 9 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins is back to poke fun at what they call one of the greatest genre movies of the year, “Sinners,” in their signature rapid-fire sinning style—just in time for Halloween. Expect witty commentary and plenty of tongue-in-cheek nitpicking, even though they admit this flick rules. Aside from the video itself, they’re hyping up their whole Cinemasins universe: hit up their website, YouTube channels, Discord, Reddit, TikTok, Instagram, and more. You can weigh in via a sinful poll or support the team on Patreon, and don’t forget to follow the writers on Twitter and Instagram for behind-the-scenes fun. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Predator: Killer of Killers In 16 Minutes Or Less
    TL;DR CinemaSins dives head-first into the Predator universe with “Everything Wrong With Predator: Killer of Killers In 16 Minutes Or Less,” playfully roasting the new animated flick in their signature sinning style. Expect witty quips, nitpicks and an all-around fun takedown of this Predator installment. They also shout out their other channels (TVSins, Commercial Sins, CinemaSins Podcast), plug a fan poll, Patreon support and all the socials—Discord, Reddit, Instagram, TikTok—and give props to their writers and Jeremy’s new book. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage TL;DR Predator 2 ditches the jungle and Schwarzenegger for Danny Glover in a crime-ridden, heat-soaked 1990s L.A. where an even deadlier Predator is on the prowl. It’s not the same formula as the first movie, but with Gary Busey in the mix, it’s a fun, goofy ride if you’re up for a fresh twist. This “Caravan of Garbage” review dives into the sequel’s biggest swings and misses, then sends you off to BigSandwich.co for early videos, bonus podcasts, game streams, and all the hosts’ social links, merch drops, and Patreon perks. Watch on YouTube  ( 6 min )
    The rise of ‘Slow AI’: Why devs should stop speedrunning stupid
    For as long as we’ve been building with machines, we’ve followed one core rule: faster is better. Lower latency, higher throughput, less waiting; that was gospel. Nobody wanted to wait 600ms for a button to respond or watch a spinner that lasts longer than their attention span. If it was slow, it was broken. Case closed. So naturally, when AI tools started creeping into our dev workflows, autocomplete, agents, copilots, you name it, the same principle applied. Make it fast. Make it feel instant. Make it look like magic. But here’s the thing: AI isn’t magic. It’s inference. It’s pipelines and RAG and context and tool calls. It’s juggling messy context and probabilistic guesses. And if you want something smarter than glorified autocomplete, you need to build a pipeline of processes to provid…  ( 15 min )
    🌐DevOps and Cloud Project: Static Website Hosting with AWS S3 + CloudFront + CI/CD
    PROJECT OVERVIEW This project demonstrates how to host a static website on Amazon S3, deliver it globally with CloudFront CDN, and automate deployments using GitHub Actions. ✅ Static website hosting on Amazon S3 ✅ CloudFront CDN for global fast delivery + HTTPS ✅ CI/CD pipeline with GitHub Actions (auto-deploy on push) ✅ Cache invalidation so updates are live instantly ✅ Secure Origin Access Control (OAC) → S3 is private, only CloudFront can access 🏗️ Architecture Workflow 🔹 Request Flow User → CloudFront (Edge Cache) → [If cache miss] → S3 Bucket → CloudFront → User Developer → GitHub Repo → GitHub Actions → S3 Bucket → CloudFront → End User Go to AWS S3 Console Create a bucket (region example: ap-south-1) Keep Block Public Access = ON Upload your static website files (index.html, CSS, JS, images, etc.) Open CloudFront Console → Create Distribution Origin = your S3 bucket Use Origin Access Control (OAC) (so only CloudFront can read from S3) Copy the CloudFront domain (e.g., d1234abcd.cloudfront.net) Go to GitHub Repo → Settings → Secrets and variables → Actions → New repository secret Add: AWS_ACCESS_KEY_ID AWS_SECRET_ACCESS_KEY 🌍 Access Your Website Default → (your CloudFront domain) Optional → Add Route 53 + ACM SSL to use a custom domain Add CloudWatch monitoring & logging Add Route 53 + SSL certificate for a custom domain Extend pipeline with tests before deployment By completing this project, I learned: How to use AWS S3 for static hosting How CloudFront works as a CDN with OAC How to build a CI/CD pipeline with GitHub Actions How to automate deployments and cache invalidations 🔗 Keywords: AWS, S3, CloudFront, GitHub Actions, CI/CD, DevOps, Cloud Github ⚡ Now, every time I push code to GitHub, my website auto-deploys to AWS with CloudFront CDN 🚀  ( 7 min )
    The Value-Centric Philosophy of Rust
    The Value-Centric Philosophy of Rust Ever typed let a = 8; let a = 9; in Rust and wondered why it didn’t feel like “reassignment”? That moment reveals a core philosophy: **values are central, and variables are mere handles.** 1. Why Rust Feels Different Most programming languages—C, Java, Python—treat variables as containers. They store values, which you can freely replace: int a = 8; a = 9; // Replace content; 'a' persists Rust flips this view: Values exist independently. Variables are handles, not storage boxes. Operations are about who can access the value, not changing the variable itself. Key takeaway: Values are central; variables are temporary handles. 2. Values at the Center let a = 8; let a = 9; // Shadowing: new 'a' handles 9; old value 8 persists until scope ends Va…  ( 7 min )
    How to Justify AI-Driven IT to Your Leadership Turning Automation into a Strategic Advantage
    Most IT leaders already understand that AI can make operations smarter. The challenge isn't the technology — it's the conversation. Convincing leadership to fund AI-driven IT means moving past buzzwords and showing clear, measurable business outcomes. 1 Shift the Conversation: From Cost to Capability Executives don't invest in savings — they invest in capability. AI-driven IT is not an add-on. It's a force multiplier that transforms what your IT function can deliver: Predictive resolution instead of reactive firefighting Enterprises using predictive AI in ITSM report 45% faster resolution times and 50% fewer escalations. Every hour saved in downtime protects both productivity and revenue flow. When you stop framing AI as a tool and start presenting it as a capability, leadership sees it fo…  ( 9 min )
    Defending AI Email Assistants Against Prompt Injection: A Forensic-First Framework
    Executive Summary AI email assistants are increasingly vulnerable to prompt injection—a subtle but potent attack vector where adversaries embed hidden instructions inside routine-looking emails. These manipulations bypass traditional security controls, leaving no trace in system logs. The result: unauthorized actions, silent data exfiltration, and compromised operational integrity. This whitepaper outlines a forensic-first defense framework, emphasizing timestamped logging, input isolation, and post-incident reconstruction. It closes with a tactical self-assessment checklist to evaluate system exposure. Prompt injection is the act of embedding adversarial instructions into content that an AI assistant will read and interpret. In the context of email, this often takes the form of: Hidden …  ( 9 min )
    EU Cyber Resilience Act (CRA) Explained: What WP Agencies & Developers Need to Know
    TL;DR The EU’s new Cyber Resilience Act (CRA) will change how WordPress agencies, plugin developers, and care-plan providers handle security, compliance, and updates. Here’s what it means for you, and what you need to do before 2027. You don’t need to know the full text of the EU’s Cyber Resilience Act to feel its presence. If you build or maintain WordPress software (with a commercial intent) and it’s used in the EU, this law most likely applies to you. The CRA expects you to know what dependencies your code includes. You’re expected to have a process in place when someone reports a vulnerability. You’re expected to separate security updates from everything else. And yes, if something gets exploited, you have a deadline for reporting it, just like every other digital product vendor in …  ( 13 min )
    AI in Frontend Development: Lessons from Testing Modern Design-to-Code Tools like V0, Builder.io, and Kombai
    Over the past few weeks, I’ve been exploring a range of AI tools, testing them in real projects and integrating them into my daily workflow. My goal was simple: to see how far AI can truly go in helping developers build real, production-ready products. During this time, I used several of these tools to ship client projects, including a full web MVP built in just 30 days and an Android mobile app. Since I already had the UI designs, my main focus was turning them into fast, pixel-perfect frontends and integrating a solid backend behind them. Throughout that process, I tried dozens of AI tools for both frontend and backend tasks. In a space where every major company is experimenting with AI, I wanted to dig deeper and test tools that don’t just generate code but also understand design. In th…  ( 25 min )
    How Race Conditions Can Break Your System?
    Overview Singleton, is a one of most popular design pattern. The main purpose is to saving memory by reuse and sharing one instance rather than create a new one. It sounds like a great concept, but it could be a "Boomerang" if we implement that concept in the wrong case. Helo, i am Satria. Currently i'm working on Tech Company as a Software Engineer. In this article i will share about my experience in implementing Singleton Design Pattern in the wrong case. So, let's go. The Incident is started when i created an application to manage the budgeting system in our company. It is using PostgreSQL as a Database Management System. The application that i built is a part of Company's Super App. When I looked at the code in the Super App, i notice that everytime when we need to query to database…  ( 7 min )
    CODECK: A PORTABLE LINUX BASED COMPUTER
    Introduction Codeck is a portable, student-focused Linux workstation developed using the Raspberry Pi 5. It was designed to solve a common challenge in modern education — the lack of affordable and flexible computing tools for practical learning. Many students rely on laptops that are often costly and not lab-friendly, while microcontrollers like Arduino are too limited for multitasking or software development. Codeck bridges this gap by providing a compact yet powerful system capable of coding, research, hardware interfacing, and document creation — all in one portable device. Hardware Overview The heart of Codeck is the Raspberry Pi 5 (8GB), offering improved speed, graphics, and hardware control. It is paired with a 7-inch Waveshare HDMI display for clear visuals and a Frony Bluetooth m…  ( 9 min )
    🧪 Selur: Reclaiming the Web Contract—The Pure CSS UI Engine You Didn't Know You Needed
    Hello Dev.to! I'm excited to announce the Alpha release of Selur, a project that fundamentally re-examines the relationship between HTML, CSS, and JavaScript. Selur is a Pure CSS UI Declaration Engine. It doesn't only give you components; but also the missing architectural layer that puts visual logic and stateful UI behavior back into CSS, where it always belonged. The original web contract was simple: But today, we often see JavaScript handling presentation (UI frameworks rendering DOM elements), CSS getting polluted with utility classes that mimic structural concerns, and HTML becoming generic, non-semantic containers. Selur re-establishes this contract by moving all UI interactivity and visual state management back to pure CSS, where it truly belongs. Selur isn't a component library; i…  ( 8 min )
    From 30 Minutes to 5: Solving Data Pipeline Deployment Bottlenecks with Git Sparse Checkout
    Introduction Modern data engineering projects typically use Python for orchestration (Airflow DAGs), data transformation, and DBT or SQL for data ingestion. At scale, however, deployment becomes a significant bottleneck. My data engineering team manages ingestion for a data warehouse containing nearly 10,000 tables. We follow a standardized approach where each table requires at least 5 programs covering the standard pipeline: file ingestion → staging → transformation → ODS layer. This results in over 50,000 program files requiring deployment. Our Azure DevOps CI/CD pipeline was taking nearly 30 minutes per deployment — unacceptable for any development workflow. Having previously managed deployment pipelines for Java microservices with comprehensive test suites, this was excessive for our…  ( 9 min )
    Unlock AI Power with Customizable Language Graphs
    Building a LangGraph Multi-Agent System in 20 Minutes Overview In this post, we'll explore how to build a working multi-agent system with dynamic configuration using LangGraph multi-agent workflows, RAG search, and LaunchDarkly AI Configs. This is the first part of our series on "Chaos to Clarity: Defensible AI Systems That Deliver on Your Goals". A multi-agent system (MAS) is a computational paradigm where multiple agents interact with each other to achieve a common goal. In this context, an agent is an autonomous entity that perceives its environment and takes actions to affect it. LangGraph is a lightweight, open-source framework for building multi-agent systems. It provides a simple and intuitive API for defining workflows, which are the core of any MAS. A workflow in Lang…  ( 8 min )
    Building the World’s First Unlimited AI Resume Builder — The Story of Skillinnovex
    Introduction Most resume builders haven’t evolved in a decade. At Skillinnovex Our mission was simple — Build the world’s first unlimited AI resume builder, 100% free, privacy-first, and powered by real innovation. The Problem with Traditional Resume Builders Let’s face it — most “free” resume platforms aren’t really free. They often: Force you to sign up before creating anything Limit your downloads or templates Store your personal data Charge for “premium access” just to export a PDF This system punishes creativity and slows down people who just want to build a resume that works. ⚡ The Skillinnovex Solution At Skillinnovex, we flipped the model. We built a resume generator that’s: ✅ Completely free — no hidden costs 🔄 Unlimited downloads — build as many resumes as you want 🧠 AI-assiste…  ( 7 min )
    The AI Stack We Trust: Tools, Frameworks, and Practices We Use in Production
    In the fast-paced world of artificial intelligence, building and maintaining an AI stack is no easy task. Decisions being made today affect the ability to innovate, scale, and provide trustworthy AI-based products directly. We are like any competent workman and rely on reliable tools. This paper focuses on the AI stack used in production that includes data ingestion to model deployment among others. It is necessary to understand the philosophy that guides our choices before moving into the complexity of particular tools. When considering and putting into the stack a new technology, we see several principles: User Experience in the Development Process: We believe that the best things to build on are the ones that our developers enthusiastically use. When a developer experience is positive, …  ( 9 min )
    Apple Health MCP Server: Use Cases for Developers
    Apple Health MCP Server: Use Cases for Developers Apple Health stores years of health data from workouts, sleep tracking, heart rate measurements, and step counts. While this data is valuable for building personalized health applications, accessing it has always been challenging. Apple Health exports come as complex XML files that require significant parsing effort to use effectively. The Apple Health MCP Server is an open-source tool that implements the Model Context Protocol, providing a clean interface for accessing Apple Health data. It takes Apple Health XML exports, indexes them in DuckDB for fast querying, and exposes the data through tools that AI agents can use naturally. The server also supports Elasticsearch integration for advanced search capabilities. The server handles XML …  ( 8 min )
    The Rise of Chatbots and Conversational AI in Customer Service Development
    In the past few decades, customer service has evolved beyond the traditional phone calls and emails. Enter chatbots and conversational AI, two innovations that are quickly reshaping how businesses communicate with their customers. From answering simple queries to handling complex customer concerns, these tools are becoming indispensable in customer service development. But how did we get here? And more importantly, how are these technologies making a real difference in businesses’ ability to engage with customers? Let’s dive into the rise of chatbots and conversational AI, exploring how these tools are revolutionizing customer service, improving experiences, and even building brand loyalty. Chatbots are not a brand new concept. In fact, their roots trace back to the 1960s, when a program c…  ( 9 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    Sean Fennessey and Amanda Dobbins dive back into their 25 Best Movies of the 21st Century countdown to spotlight David Lynch’s ‘Mulholland Drive’ at No. 6. They celebrate Naomi Watts’s breakout turn, unpack all the wild conspiracy theories and fan interpretations, and marvel at Lynch’s uncanny blend of dreamy Americana, European surrealism, classic Hollywood glitz and edgy outsider art. Whether you’re obsessed with your own theory or just along for the trippy ride, this chat proves why ‘Mulholland Drive’ remains one of the most mind-bending, glamorous and endlessly fascinating films of our time. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    TL;DR CinemaSins just dropped “Everything Wrong With Sinners In 15 Minutes Or Less,” their Halloween sin-fest on what they call one of the year’s—and genre cinema’s—finest films. Expect the usual snarky countdown of “sins” sprinkled with cheeky commentary. They’ve also hooked you up with all their socials (website, YouTube channels, Twitter, Instagram, TikTok), a sinful poll, Discord and Reddit communities, plus a Patreon pitch to keep the lights on for more cinematic roasts. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Predator: Killer of Killers In 16 Minutes Or Less
    Everything Wrong With Predator: Killer of Killers In 16 Minutes Or Less CinemaSins just unleashed a rapid-fire, 16-minute sin count on the animated Predator flick Killer of Killers, poking fun at every plot hole, design quirk, and questionable decision in the Predator universe. They’ve also dropped a link tree full of goodies—YouTube channels (TVSins, CommercialSins, CinemaSins Podcast), social media handles, a poll to get your feedback, and a Patreon pitch—plus a full roll call of their writers (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) so you can stalk them on Twitter and Insta. Watch on YouTube  ( 6 min )
    How Database Indexes Improve SQL Performance — and When Not to Use Them
    When your SQL queries start slowing down, one of the first solutions that comes to mind is adding an index. But while indexes can dramatically speed up data scans and searches, they can also slow down data mutations like INSERT, UPDATE, and DELETE. In this article, we’ll break down how indexes work, why they matter, and when you should (or shouldn’t) use them — all with practical SQL examples. An index in a database is similar to an index in a book — it helps you find specific information faster. Instead of scanning the entire table row by row, the database engine uses the index to jump directly to the relevant data. Indexes are typically implemented using B-trees, which allow the database to quickly scan and retrieve the desired rows with logarithmic complexity instead of linear. When y…  ( 7 min )
    NocoBase Weekly Updates: Optimization and Bug Fixes
    Originally published at https://www.nocobase.com/en/blog/weekly-updates-20251106 Summarize the weekly product update logs, and the latest releases can be checked on our blog. NocoBase is currently updated with three branches: main , next and develop. main:The most stable version to date, recommended for installation; next:Beta version, contains upcoming new features and has been preliminarily tested. There might be some known or unknown issues. It's mainly for test users to collect feedback and optimize functions further. Ideal for test users who want to experience new features early and give feedback; develop:Alpha version, contains the latest feature code, may be incomplete or unstable, mainly for internal dev and rapid iteration. Suited for tech users interested in product's cutting-ed…  ( 11 min )
    NocoBase Weekly Updates: Optimization and Bug Fixes
    Originally published at https://www.nocobase.com/en/blog/weekly-updates-20251106 Summarize the weekly product update logs, and the latest releases can be checked on our blog. NocoBase is currently updated with three branches: main , next and develop. main:The most stable version to date, recommended for installation; next:Beta version, contains upcoming new features and has been preliminarily tested. There might be some known or unknown issues. It's mainly for test users to collect feedback and optimize functions further. Ideal for test users who want to experience new features early and give feedback; develop:Alpha version, contains the latest feature code, may be incomplete or unstable, mainly for internal dev and rapid iteration. Suited for tech users interested in product's cutting-ed…  ( 11 min )
    Introducing YasuiJS — A Modern, Minimal REST Framework for Any Runtime
    Most backend frameworks today are built on foundations from a different era. Express sits on Node.js HTTP. NestJS sits on Express. Each layer adds abstraction, dependencies, and constraints. What if we started fresh? YasuiJS is a new TypeScript framework for building REST APIs, built on Web Standards from day one. No Express underneath. No Node.js HTTP layer. Just the Fetch API, Web Standards Request/Response, and a lightweight server adapter (srvx) that works across runtimes. The result? A framework that runs anywhere—Node.js, Deno, Bun, Cloudflare Workers, Vercel Edge—with the elegant decorator-driven DX you'd expect from modern frameworks, but without the bloat. Here's what it looks like: @Controller('/api/users') export class UserController { constructor(private userService: UserServ…  ( 10 min )
    androidx.navigation:navigation-ui is causing increasing inflation time for each component (in Java xml project)?
    @mark: simply by removing implementation 'androidx.navigation:navigation-ui:2.9.5' this is a pure java xml project. no Kotlin, no Jetpack Compose. this is a hello world level project. I didnt even use the navigation-ui in my project, I just added the dependency in gradle. im not talking about the time to transition from one page to another -- not inflation of a fragment. long startTime = System.nanoTime(); View itemView = inflater.inflate(layoutRes, container, false); long bindingInflateDoneTime = System.nanoTime(); as I switch back to my normal complex project. Note: this is not a thorough test, nor a formal benchmark. more sample code for a better context: for (int i = 0; i < count; i++) { long startTime = System.nanoTime(); …  ( 7 min )
    How does AI infrastructure and automation reshape data centers?
    Introduction AI infrastructure and automation now power business strategy and scale. Companies pour billions into data centers and GPUs because raw compute defines competitive edge. As a result, organizations redesign operations, networks, and energy plans to host large models. The rise of massive GPU farms reshaped how teams train models and ship features. However, this rapid evolution raises hard questions about electricity limits, labor dislocation, and geopolitics. The stakes span grid capacity, capital expenditures, supply chains, and local jobs. Therefore, leaders must weigh technical gains against social and environmental costs. This article maps spending trends, data center footprints, and automation impacts, and it outlines practical steps for responsible scaling. Along the way,…  ( 17 min )
    Decoding the 100314QI: Efficient Differential Receivers for Embedded Projects
    Hey devs! Diving into differential signaling for clean data over noisy lines? Think RS-422/RS-485. Today: the 100314QI, onsemi's low-power five-channel differential line receiver IC (ex-Fairchild). Ideal for battery-powered IoT where reliability meets efficiency. In 2025's edge computing boom, it revives legacy protocols with modern MCUs. ESD-protected, 3V operation, up to 10Mbps/channel—in a tiny QFN-20. Ditch bulky transceivers. Arduino Uno/Nano. ASCII schematic: // 100314QI Receiver Sketch volatile bool states[5] = {false}; void setup() { Serial.begin(9600); for (int i = 0; i < 5; i++) pinMode(2 + i, INPUT); Serial.println("100314QI Online"); } void loop() { bool changed = false; for (int i = 0; i < 5; i++) { bool newState = digitalRead(2 + i); if (newState != states[i]) { states[i] = newState; changed = true; Serial.print("Ch "); Serial.print(i+1); Serial.print(": "); Serial.println(newState ? "HIGH" : "LOW"); } } delay(changed ? 10 : 100); } Simulate with a generator; Serial Monitor shows transitions. For speed, add interrupts. #define EN_PIN 7 pinMode(EN_PIN, OUTPUT); digitalWrite(EN_PIN, HIGH); Quick LTSpice Sim: Noise Test * 100314QI Sim V1 A 0 SIN(0 1 1k) V2 B 0 SIN(0 -1 1k) Rnoise A B 1k XU1 A B VCC GND OUT MODEL .tran 0 10m 0 1u .end Clean outputs at OUT. <1% error at 5Mbps. Isolate ground loops with optos. Bulletproof interfaces, no bloat. Your fave diff IC? Comment or fork GitHub!  ( 7 min )
    Practical Guide: Mastering Custom Gaussian Blur Pop-ups in HarmonyOS
    Read the original article:Practical Guide: Mastering Custom Gaussian Blur Pop-ups in HarmonyOS Preface Feature Demonstration Complete Solution 1. Data Structure Definition 2. Core Technology Analysis Precise Positioning Technology Additional Knowledge Points Gaussian Blur Effect Visual Design Concept 3. Usage Guide Summary and Outlook Preface Hello everyone, I am Ruocheng. This series is dedicated to helping developers quickly implement commonly used features in HarmonyOS apps, providing ready-to-use code examples. While previous articles mainly focused on functional implementation at the application level, this time we will shift our perspective to the essence of UI interaction design — a complete solution for creating a custom Gaussian blur pop-up. Without further a…  ( 8 min )
    SafeLine: A Next-Generation Self-Hosted Web Application Firewall
    Introduction The modern internet is under constant attack. From SQL injection attempts to bot-driven credential stuffing and large-scale scraping, websites today face a relentless stream of threats. To defend against these evolving attacks, Web Application Firewalls (WAFs) have become a cornerstone of web security infrastructure. Traditionally, organizations have relied on cloud-based WAFs such as Cloudflare, AWS WAF, or Akamai. These solutions are easy to deploy but often come with limitations in customization, data privacy, and long-term cost. For organizations and developers who value control, transparency, and independence, self-hosted WAFs present a compelling alternative. Among the new generation of self-hosted WAFs, SafeLine stands out. Developed by Chaitin Tech, SafeLine combines…  ( 9 min )
    Laravel Log Cleaner v2.01 - Memory-Efficient Log Management with Compression & Backup
    Laravel Log Cleaner v2.0 - Memory-Efficient Log Management The Problem 🔥 We've all been there: your Laravel app runs fine for weeks, then suddenly your server runs out of disk space. You SSH in, check the logs folder, and find a 5GB laravel.log file. Sound familiar? Log files can grow out of control fast, especially in production. But clearing them manually is risky, and heavy monitoring tools like Telescope can slow down your app or even crash your server. I built Laravel Log Cleaner to solve this exact problem. Version 2.0 just launched with major improvements: 🧠 Memory-efficient processing - handles multi-GB files without crashing 📦 Compression support - archive old logs instead of deleting 🔒 Backup creation - never lose important data 🎯 Log level filtering - keep only…  ( 10 min )
    Crafting High-Performance Full-Stack Applications: Quarkus Native and Angular
    Quick summary: How I built a production-grade full-stack app with ultra-fast startup and superior memory efficiency (20.72MiB backend + 2.625MiB frontend = ~23MiB total at startup) using Quarkus Native Image - 58% better than Spring Boot Native! Traditional Java applications are notorious for their slow startup times. A typical Java application can take 3-5 seconds to start, which becomes a significant bottleneck in: Microservices architectures where you need rapid scaling Serverless environments where cold starts matter Development workflows where you restart frequently Cloud deployments where startup time affects user experience Enter Quarkus - the Supersonic Subatomic Java framework designed for cloud-native applications, combined with GraalVM Native Image - a technology that compiles J…  ( 13 min )
    Creating Private, High-Availability Azure Blob Storage for Internal Backups
    Introduction What You'll Learn How to create private Azure storage for internal documents How to configure geo-redundancy for high availability How to share a file securely with a partner How to set up a backup for public website content How to implement lifecycle rules to reduce storage costs Architecture Overview One Storage Account with Geo-redundant Storage (GRS) Two Blob Containers: private for internal documents backup for public website replication Note: These instruction require you to have completed the lab in my previous post - Building a High-Availability Azure Blob Storage for a Public Website. Skilling tasks Create a storage account for the company private documents. Configure redundancy for the storage account. Configure a shared access signature so partners have restricted …  ( 8 min )
    Top 5 3D Software Work Best with Single GPU
    When building a rendering workstation, many artists and designers assume that adding more GPUs will automatically multiply rendering performance. While this is true for many offline render engines like Redshift, Octane or Blender Cycles, not all 3D software can take advantage of multiple GPUs. In fact, some popular real-time rendering tools are still limited to a single GPU, which often surprises users who have invested heavily in multi-GPU setups. In this article, we will look at several widely used 3D visualization tools that only render on one GPU, explore why a single GPU is enough or sometimes necessary for their workflows and find the suitable software for your projects. For offline render engines such as V-Ray, Redshift, or Octane, multi-GPU rendering is a game changer. By distribu…  ( 10 min )
    Mastering Python’s Loop Else Block: A Beginner’s Guide to For and While Loops
    If you’ve been learning Python for a while, you’re probably familiar with for and while loops. They’re the backbone of iteration — letting you repeat actions efficiently. But here’s a twist that often surprises beginners: Python allows you to use an else block with loops. Wait… an else block? With loops? That’s right! In Python, the else clause isn’t just for if statements — it can also appear after a for or while loop. And when used correctly, it can make your code cleaner, more expressive, and even more Pythonic. Let’s dive deep into how it works, when to use it, and how to avoid common pitfalls. 🧩 What Is the else Block in Loops? In Python, both for and while loops can have an optional else clause. The basic syntax looks like this: for item in iterable: or for a while loop: while condi…  ( 10 min )
    Haptic Feedback in iOS: A Comprehensive Guide
    Haptic Feedback in iOS: A Comprehensive Guide Haptic feedback has become an integral part of modern iOS app experiences, providing tactile responses that enhance user interactions and create a more immersive interface. Apple's Taptic Engine, introduced with the iPhone 6s, enables precise and nuanced vibrations that go far beyond simple notification alerts. Whether you're building a camera app, a game, or a productivity tool, understanding the various haptic feedback APIs available in iOS is crucial for delivering polished user experiences. iOS offers multiple approaches to implementing haptic feedback, each with its own strengths, limitations, and use cases. From high-level SwiftUI modifiers to low-level system APIs, developers have a range of tools at their disposal. However, not all ha…  ( 8 min )
    Floor Sanding and Polishing Hornsby: Restoring Timber Floors with Skill and Precision
    Timber floors have an enduring charm that few other materials can match. Their warmth, texture, and natural grain bring life to both contemporary and traditional homes. However, over time, even the finest hardwood floors begin to show signs of wear—scratches, fading, or dull finishes that detract from their beauty. That’s where Floor sanding and polishing Hornsby services come into play, providing homeowners with a way to revive their timber floors and extend their lifespan without the need for replacement. The Art of Floor Sanding and Polishing Why Timber Floors Need Regular Care Benefits Beyond Appearance The Importance of Professional Expertise Environmental Responsibility in Modern Floor Restoration Common Challenges and Solutions The Lasting Impact of a Well-Finished Floor Choosing the Right Partner for the Job Final Thoughts Restoring timber floors is an investment that pays off in both beauty and practicality. Through expert sanding and polishing, Hornsby homeowners can preserve the natural charm of their floors for decades. With sustainability, safety, and craftsmanship at the forefront, this process continues to define modern Australian home maintenance. When handled by trusted professionals like AJ Floor sanding and polishing Hornsby, every project reflects both technical mastery and a genuine appreciation for timber’s timeless appeal.  ( 10 min )
    Blocks Registry: 59 Ready-to-Use UI Blocks
    Blocks: A component registry for shadcn/ui projects with 59 copy-paste blocks Key features: 🎨 Accessible components with ARIA support built in ⚙️ Install through shadcn CLI with one command 🔧 Full source code ownership after installation 📦 Nine categories covering auth, dialogs, forms, sidebars, tables, and more 🎯 Live previews available at blocks.so 🔌 Simple registry config in components.json The blocks install as source code rather than npm packages. You get complete control to modify any component after adding it to your project. Browse all blocks with working demos before installation. Registry includes everything from login screens to data tables. Each block follows shadcn composition patterns and works with your existing setup. 👉 Blog Post 👉 GitHub Repo 👉 Live Demo  ( 6 min )
    🚀 Meet Telelinker: A CLI Tool to Extract and Analyze Links from Telegram Groups
    👋 Hey everyone! I recently built Telelinker — an open-source command-line tool that helps you extract and analyze links shared in Telegram groups. If you’ve ever wanted to know what people are sharing most often in your community — YouTube videos, TikToks, LinkedIn posts, Medium articles — Telelinker can help you find out in seconds. Telegram is full of interesting content. But if you manage or research multiple groups, tracking what gets shared can get messy. I wanted a simple tool that could: Grab all links shared in a group Detect which platform they belong to (YouTube, TikTok, etc.) Collect useful metadata like username, likes, comments, views Export everything to CSV or PostgreSQL for analysis So, I built Telelinker. Once you connect it to your Telegram account, Telelinker can: ✅ Ext…  ( 7 min )
    Comparison on Six Self-Hosted WAF
    Recently, I had the opportunity to recommend some useful security products to several clients, with WAF (Web Application Firewall) being one of them. Attack protection is the core capability of a WAF, and in this article, I will introduce how to scientifically test the effectiveness of WAF protection. To ensure the fairness and impartiality of the test results, all target machines, testing tools, and test samples mentioned in this article are open-source projects. The test results are primarily based on four indicators: Detection Rate: Reflects the comprehensiveness of the WAF's detection capabilities. Failing to detect is referred to as a "false negative." False Positive Rate: Reflects the interference with normal traffic. Unreliable results are referred to as "false positives." Accuracy …  ( 8 min )
    Según el Banco de México, en 2022 se identificaron casi 20 m
    Según el Banco de México, en 2022 se identificaron casi 20 mil operaciones sospechosas relacionadas con lavado de dinero en México, lo que representa un aumento del 25% con respecto al año anterior. Este fenómeno importa porque el lavado de dinero no solo genera inestabilidad económica y corrupción, sino que también financia actividades delictivas como el tráfico de drogas, el narcotráfico y la extorsión, lo que perjudica directamente a la comunidad y al Estado. Es importante detectar estos riesgos de manera temprana mediante la utilización de tecnologías como la Inteligencia Artificial (IA) y el Aprendizaje Automático (ML). Estas herramientas pueden analizar grandes cantidades de datos y patrones comportamentales para identificar posibles operaciones sospechosas, lo que permite tomar medi…  ( 7 min )
    Unleashing Human Potential: The Hidden Benefit of AI Sports
    Unleashing Human Potential: The Hidden Benefit of AI Sports Coaches in Injury Prevention" As an AI expert, I've had the opportunity to dive into the world of AI Sports Coaches, which has led to a fascinating discovery. While many focus on the obvious benefits of AI-driven performance enhancement, I'd like to highlight an often-overlooked aspect – injury prevention. Recent advancements in machine learning has enabled AI Sports Coaches to analyze vast amounts of data, including player behavior, biomechanics, and environmental factors. By leveraging this information, these coaches can identify subtle patterns and anomalies that may indicate an increased risk of injury. The takeaway? AI Sports Coaches can play a crucial role in preventing injuries by providing personalized insights and recommendations for players. This proactive approach can lead to reduced downtime, lower medical costs, and improved overall performance. By combining human expertise with AI-driven analysis, teams can create a safer and more effective training environment. In short, AI Sports Coaches are not just about winning championships – they're about protecting the well-being of athletes, one data point at a time. Publicado automáticamente con IA/ML.  ( 6 min )
    Create False in Python
    Buy Me a Coffee☕ *Memo: My post explains how to create True. bool()>: print(bool(False)) # bool print(bool(None)) # None print(bool(0)) # int print(bool(0.0)) # float print(bool(0.0+0.0j)) # complex print(bool([])) # Empty list print(bool(())) # Empty tuple print(bool(set())) # Empty set print(bool(frozenset([]))) # Empty frozenset print(bool({})) # Empty dict print(bool('')) # Empty str print(bool(b'')) # Empty bytes print(bool(bytearray(b''))) # Empty bytearray print(bool(range(0))) # Empty range # False not>: print(not True) # bool print(not 1) # int print(not -1) # int print(not 1.0)…  ( 7 min )
    Title: Unveiling the Dark Web's Role in Mexican Anti-Money L
    Title: Unveiling the Dark Web's Role in Mexican Anti-Money Laundering Efforts As a specialist in AI/ML, I've been following the evolving landscape of Mexican anti-money laundering (AML) policies, and recent research sheds new light on the involvement of dark web activities in financial crime prevention. A study published by the Mexican government's Financiera Nacional de Desarrollo, S.A. de C.V. (Fonorpagos), in collaboration with AI/ML experts, has unveiled a critical insight: dark web platforms play a double-edged sword in AML efforts in Mexico. The study reveals that while dark web platforms are notorious for facilitating illicit transactions, they also inadvertently provide a valuable digital trail for anti-money laundering investigators. The research team analyzed a dataset of over 10…  ( 7 min )
    Por qué decidí compartir lo que sé (y lo que sigo aprendiendo) sobre desarrollo web
    Después de varios años construyendo productos web — desde sitios que apenas cargaban hasta apps complejas con muchos usuarios — entendí algo que suena obvio, pero que muchos olvidamos o al menos yo olvidé: aprender solo no tiene el mismo valor que aprender y compartir. Así que decidí abrir este espacio. Cada semana voy a publicar un post sobre desarrollo frontend, React, performance y buenas prácticas. Desde lo más básico hasta temas más avanzados, con ejemplos reales, errores que me dolieron y soluciones que me funcionaron. Si te interesa construir experiencias web más rápidas, entendibles y humanas, te invito a seguirme en este viaje. ⚙️ Tecnologías que suelo usar: React, Next.js, TypeScript, Tailwind, Redux, y todo lo que ayude a crear productos con impacto real. 🚀 Mi meta personal: compartir, aprender con la comunidad. Nos leemos cada semana (espero 😬). — Leo Trujillo  ( 7 min )
    Understanding Value and Pointer Receivers in Go: Building a Crypto Tracker
    I picked up Go recently while building the backend of a crypto tracker. This tracker allows users to manage their cryptocurrency holdings and calculate their wallet value in real-time. One of my favorite learnings so far is value receivers and pointer receivers, and how everything works under the hood. Go passes arguments by value, not by reference. This means it creates a copy of the argument and passes that copy to the function. Understanding this is crucial to writing efficient Go code. When you use a value receiver, Go creates a copy of the struct. Any modifications you make inside the function only affect the copy, not the original. type Wallet struct { User string TotalValue float64 } // Value receiver - receives a copy func (w Wallet) UpdateValue(newValue float64) { …  ( 9 min )
    MVC and Client-Server Details
    MVC (Model–View–Controller) — detailed, plain English What it is: Parts & role Model — holds the data and the business rules. Think: database records, validation logic, and how data is transformed. It’s the source of truth. View — the user-facing presentation layer. HTML, mobile screens, or UI components that display Model data. Controller — the mediator that receives user input (clicks, form submits), talks to the Model to read/update data, and picks which View to render. Typical request flow (web example): User clicks a button in the View. Controller receives the request/route and validates input. Controller asks the Model to fetch/update data. Model returns data (or an error). Controller chooses a View and passes the Model data to it. View renders the final UI the user sees Benefits C…  ( 8 min )
    Free GitHub Backup, 2 commands (read-only, restore with plain Git)
    If your DR plan still says “hope we never need it,” here’s a 2-command seatbelt. What it does Creates Git-native read-only mirrors (*.git) Zero telemetry Restores with plain Git (no tool required) Quickstart pwsh gh extension install rickballard/gh-rz gh rz -User $(gh api user --jq .login) -OutDir "$HOME/Desktop/GitHubRepoBackups" Restore without the tool The backup folder includes RESTORE.md and RESTORE.ps1. You can git clone --mirror or recreate repos in a clean org and push --mirror. Get it: [Latest Release](https://github.com/rickballard/gh-rz/releases/latest) [Source](https://github.com/rickballard/gh-rz) Ethics (voluntary) [No crowns, no coercion, no corruption ](https://github.com/rickballard/gh-rz/blob/master/ETHICS.md) Tell me what hurts in your DR runbooks and I’ll prioritize fixes that help most teams. Free gift, no strings attached, be nice.  ( 6 min )
    Programming Languages Lie: Variables Aren’t What You Think They Are
    Think your int, float, and char are different? Think again. This deep-dive reveals that every variable you declare, no matter the type, is just a reinterpretation of binary truth inside your computer. Discover how a single uint32_t can represent them all, and how this insight reshapes how we understand programming itself. Introduction: The Lie We All Believe If you’ve ever typed int x = 42; and confidently thought “this is an integer”, you’ve been deceived, not by your compiler, but by an abstraction so elegant we stopped questioning it. From our very first programming tutorial, we’re told that int is for whole numbers, float for decimals, char for characters, and string for text. These are tidy boxes designed for human minds, not machine logic. But your CPU, the silicon heart beneath al…  ( 13 min )
    div diary 20251105
    Role Technology Stack Details/Benefits Frontend/Hosting AWS Amplify Hosting (Next.js) Integrates Next.js deployment, CI/CD, and Edge CDN. Backend (API) Amplify Gen 2 (TypeScript/JavaScript) Automatically generates/defines APIs and Lambda functions from a data model. Backend (Data) AWS RDS (PostgreSQL) Managed within a VPC as a custom resource by Amplify Gen 2. Infrastructure Management Amplify Gen 2 (CDK-based) Amplify's definition files are converted to CDK to build the infrastructure. Offers a higher level of abstraction than SAM. Integration/Connection Amplify Functions (Lambda) Amplify abstracts the complex VPC configuration and Secrets Manager integration required for RDS connectivity. Advantages of This Architecture Integrated Developer Experience: Backend definitions …  ( 7 min )
    How to sign your NativePHP Android App for the Google Play Store
    This article explains the basics of getting your NativePHP application to the Google Play Store. Before you begin, you will need to register for a Play Console developer account. It has a one time fee of $25 (at the time of writing). It may take a few days to get approved on Google's side. Once you have been approved and your NativePHP application is ready to be uploaded, you need to do the following things. Generate a keystore file Configure NativePHP to use the keystore file Publish your application You keystore file is a Java thing which is essentially a bag that can hold a bunch of things. In our case, we want it to hold our signing keys for our application (but it could hold many things). In a terminal, run the following command (this assumes you already have a JDK installed which com…  ( 8 min )
    Amazon Prime Day 2025: The best early deals you can shop now, dates and everything else you need to know
    Amazon Prime Day 2025: The best early deals you can shop now, dates and everything else you need to know Amazon Prime Day is a shopping event that offers exclusive deals and discounts to Amazon Prime members. It typically takes place in July and is a popular time for consumers to purchase products. To take advantage of Prime Day deals, you must be a Prime member. If you are not a Prime member, you can still shop on Amazon during Prime Day, but you will not be able to access the exclusive deals. It's worth noting that other retailers may also have their own competing Prime Day sales during that time frame. 📌 Based on insights from [source] This article was enhanced for better detail.  ( 6 min )
  • Open

    Google Brings Prediction Markets Polymarket and Kalshi to Its Search and Finance Platforms
    For the first time, users can access live market odds on future events directly in Google Search and Google Finance, elevating blockchain-powered forecasts into public view.  ( 30 min )
    SUI Falls Below $2.00 Support as Volume Spikes and Traders Eye Key Reversal Pattern
    The Layer-1 token dropped 2.5% amid a sharp rise in trading volume, with a potential rebound forming after a double-bottom.  ( 30 min )
    ICP Jumps 34% to $7.02 in Explosive Breakout Above Key Resistance
    Internet Computer soars to $7.02, climbing 34% in a breakout move that confirms renewed bullish momentum backed by exceptional trading activity.  ( 30 min )
    Stellar Faces Renewed Selling Pressure as XLM Reverses From Key Resistance
    Stellar (XLM) slid 2.2% amid heavy selling at the $0.2815 resistance level, confirming continued bearish momentum as volume spiked.  ( 32 min )
    HBAR Slips 2.6% to $0.1691 as Support Test Draws Heavy Volume
    Hedera’s native token rebounds after a sharp 2.6% drop, with rising volume and a confirmed double-bottom pattern signaling potential upside toward $0.1730.  ( 31 min )
    Bitcoin’s Fair Value Is $170K, JPMorgan Argues in Gold-Based Model
    Using risk capital metrics, the bank says BTC should match two-thirds of gold's private investment base, up from $102K now.  ( 31 min )
    Samourai Wallet Developer Sentenced to 5 Years in Prison for Unlicensed Money Transmitting
    District Judge Denise Cote sentenced Keonne Rodriguez to the statutory maximum. Fellow developer William Lonergan Hill will be sentenced tomorrow.  ( 30 min )
    Crypto Shares Slammed, BTC Heads Back to $100K Alongside Thursday Stock Market Selloff
    Continuing a steep slide begun in July, Michael Saylor's Strategy has now turned lower on a year-over-year basis.  ( 31 min )
    UK Stablecoin Rules Will Be in Place 'as Quickly as the U.S.,' BOE Says: Bloomberg
    BOE Deputy Governor Sarah Breeden tied the need to impose caps on stablecoin holdings to the U.K.'s mortgage market, which relies on commercial bank lending.  ( 30 min )
    BONK Slides 4% as Support Break Sparks Renewed Technical Weakness
    BONK declines 4.06% to $0.00001174 as failed resistance test triggers downside momentum amid rising volume.  ( 30 min )
    Crypto for Advisors: What is DeFi?
    DeFi can be misunderstood, but it's key to investing's future. Learn about the tech, adoption trends, and how advisors can win with clarity.  ( 34 min )
    The Fed's Turning Hawkish as This U.S. Employment Indicator Flashes Red
    Challenger job cuts for October rose to their highest in more than 20 years.  ( 31 min )
    Dormant Bitcoin Comes Back to Life as 4.65M BTC Reenters Circulation in 2025
    Data shows long-term holders have driven an unprecedented wave of distribution across 2024 and 2025.  ( 30 min )
    CoinDesk 20 Performance Update: Internet Computer (ICP) Leaps 27.5% as Index Falls
    NEAR Protocol (NEAR) joined Internet Computer (ICP) as a top performer, rising 3.3%.  ( 28 min )
    Ethereum Is Like a Shark. If It Stops Moving, It Will Die
    Though Ethereum is still the preferred platform among institutions for asset tokenization, DeFi apps and stablecoin creation, it faces threats that will erode its edge if it doesn't move to meet the market, argues Axelar co-founder and CEO Sergey Gorbunov.  ( 34 min )
    Securitize, VanEck Bring VBILL Tokenized Treasury Fund To Aave
    The integration, powered by Chainlink’s NAVLink oracle technology, represents another leap in bridging traditional finance and decentralized finance together.  ( 31 min )
    Tenerife Council to Sell Bitcoin Bought in 2012 After Near 10,000% Price Rise
    The proceeds from the sale will fund new research projects at ITER, including exploring fields like quantum technology.  ( 30 min )
    Cango Eyes Strengthening of Bitcoin Mining Operations, Entry Into AI HPC Market
    The Chinese automotive transaction firm turned bitcoin miner Cango issued an update to its shareholders.  ( 29 min )
    Tether's Hadron, Bitfinex Securities to Tokenize Assets With ETF Issuer KraneShares
    KraneShares, best-known for its China-focused ETF, plans to shift fully to tokenized offerings in the coming years, CEO said.  ( 30 min )
    Central Bank of Ireland Fines Coinbase $24.6M for Anti-Money Laundering Failures
    The penalty relates to Coinbase Europe breaching its anti-money laundering and counter terrorist financing transaction monitoring obligations between 2021 and 2025.  ( 33 min )
    Strive to Raise Roughly $160 Million After Upsizing Preferred Stock Offering
    Upsized 2 million-share SATA issuance priced at $80 includes a 12% dividend and potential bitcoin allocation.  ( 30 min )
    Where's the Liquidity Gone?: Crypto Daybook Americas
    Your day-ahead look for Nov. 6, 2025  ( 36 min )
    Crypto Markets Today: Bitcoin Holds $103K as Altcoins Lag and Traders Hedge Downside
    Bitcoin steadies above $100,000 after a dip, while altcoins struggle and derivatives data show rising caution across the market.  ( 32 min )
    Another Piece of Michael Saylor’s Bitcoin Strategy May Be Falling Into Place
    With the perpetual preferred share STRC now trading at par, Strategy may unlock a new path to acquire bitcoin through its at-the-market program.  ( 30 min )
    Franklin Templeton Debuts Tokenized Money Market Fund in Hong Kong
    Accredited investors in Hong Kong have access to the U.S. dollar, Luxembourg-registered, tokenized UCITS money-market product.  ( 31 min )
    DOGE Holds $0.16 Support as Profit-Taking Caps Breakout Attempt
    The token defended its ascending channel structure despite distribution pressure at the upper boundary, keeping short-term bias neutral-to-bullish above $0.16.  ( 31 min )
    XRP Gains 5% After RLUSD Mastercard Pilot, Technical Breakout Targets $2.50
    The move marked the token’s strongest daily gain in a week and outperformance against a declining broader market, with traders now eyeing a clean push toward $2.50.  ( 32 min )
    Trump Says He Wants U.S. To Be ‘The Bitcoin Superpower,’ Cites Competition From China
    At Miami’s America Business Forum, he said his orders ended a “war on crypto,” mentioned that crypto helps the dollar and warned China could gain if Washington stumbles.  ( 31 min )
    How Deep Are Bitcoin Traders Hedging After Recent Price Dip Below $100K?
    BTC recently fell below $100,000 as macro uncertainties weighed over spot ETF inflows.  ( 32 min )
  • Open

    Moonshot's Kimi K2 Thinking emerges as leading open source AI, outperforming GPT-5, Claude Sonnet 4.5 on key benchmarks
    Even as concern and skepticism grows over U.S. AI startup OpenAI's buildout strategy and high spending commitments, Chinese open source AI providers are escalating their competition and one has even caught up to OpenAI's flagship, paid proprietary model GPT-5 in key third-party performance benchmarks with a new, free model. The Chinese AI startup Moonshot AI’s new Kimi K2 Thinking model, released today, has vaulted past both proprietary and open-weight competitors to claim the top position in reasoning, coding, and agentic-tool benchmarks. Despite being fully open-source, the model now outperforms OpenAI’s GPT-5, Anthropic’s Claude Sonnet 4.5 (Thinking mode), and xAI's Grok-4 on several standard evaluations — an inflection point for the competitiveness of open AI systems. Developers can …
    Google debuts AI chips with 4X performance boost, secures Anthropic megadeal worth billions
    Google Cloud is introducing what it calls its most powerful artificial intelligence infrastructure to date, unveiling a seventh-generation Tensor Processing Unit and expanded Arm-based computing options designed to meet surging demand for AI model deployment — what the company characterizes as a fundamental industry shift from training models to serving them to billions of users. The announcement, made Thursday, centers on Ironwood, Google's latest custom AI accelerator chip, which will become generally available in the coming weeks. In a striking validation of the technology, Anthropic, the AI safety company behind the Claude family of models, disclosed plans to access up to one million of these TPU chips — a commitment worth tens of billions of dollars and among the largest known AI infr…
    Why Google’s File Search could displace DIY RAG stacks in the enterprise
    By now, enterprises understand that retrieval augmented generation (RAG) allows applications and agents to find the best, most grounded information for queries. However, typical RAG setups could be an engineering challenge and also exhibit undesirable traits.  To help solve this, Google released the File Search Tool on the Gemini API, a fully managed RAG system “that abstracts away the retrieval pipeline.” File Search removes much of the tool and application-gathering involved in setting up RAG pipelines, so engineers don’t need to stitch together things like storage solutions and embedding creators.   This tool competes directly with enterprise RAG products from OpenAI, AWS and Microsoft, which also aim to simplify RAG architecture. Google, though, claims its offering requires less orches…
    From prototype to production: What vibe coding tools must fix for enterprise adoption
    Presented by Salesforce Vibe coding — the fast-growing trend of using generative AI to spin up code from plain-language prompts — is quick, creative, and great for instant prototypes. But many argue that it's not cut out for building production-ready business apps with the security, governance, and trusted infrastructure that enterprises require. In other words, a few saved hours in development can mean a future full of security vulnerabilities, endless maintenance, and scalability headaches, says Mohith Shrivastava, principal developer advocate at Salesforce. "For rapid experimentation, building minimum viable products, and tackling creative challenges, vibe coding is a game-changer," Shrivastava says. "However, that same speed and improvisational nature are exactly what makes its appli…
    The compute rethink: Scaling AI where data lives, at the edge
    Presented by Arm AI is no longer confined to the cloud or data centers. Increasingly, it’s running directly where data is created — in devices, sensors, and networks at the edge. This shift toward on-device intelligence is being driven by latency, privacy, and cost concerns that companies are confronting as they continue their investments in AI. For leadership teams, the opportunity is clear, says Chris Bergey, SVP and GM, of Arm’s Client Business: Invest in AI-first platforms that complement cloud usage, deliver real-time responsiveness, and protect sensitive data. "With the explosion of connected devices and the rise of IoT, edge AI provides a significant opportunity for organizations to gain a competitive edge through faster, more efficient AI," Bergey explains. "Those who move first…
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    Guitar Theory Course for Beginners – Learn Fretboard, Major Scale and Triads
    Learn to play the guitar! We just posted a course on the freeCodeCamp.org YouTube channel that will teach you essential guitar theory including the fretboard, the major scale and the triads. It was created by baritone guitarist, Alex Gordon Hi-Fi. He...  ( 4 min )
    How to Reduce Round Trip Time (RTT) with Next.js
    Have you ever wondered why some websites load almost immediately and others leave you looking at a blank screen, even when your internet connection is fast? In some cases, your internet speed may not be the issue. It is usually because of Round Trip ...  ( 10 min )
  • Open

    The Download: how doctors fight conspiracy theories, and your AI footprint
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. How conspiracy theories infiltrated the doctor’s office As anyone who has googled their symptoms and convinced themselves that they’ve got a brain tumor will attest, the internet makes it very easy to self-(mis)diagnose…  ( 22 min )
    Stop worrying about your AI footprint. Look at the big picture instead.
    Picture it: I’m minding my business at a party, parked by the snack table (of course). A friend of a friend wanders up, and we strike up a conversation. It quickly turns to work, and upon learning that I’m a climate technology reporter, my new acquaintance says something like: “Should I be using AI? I’ve…  ( 21 min )
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    Redmagic 11 Pro Arriving In Malaysia On 10 November 2025; Starts From RM3,399
    Redmagic has officially launched its latest flagship gaming smartphone, the Redmagic 11 Pro, for the local market. It is powered by Qualcomm’s Snapdragon 8 Elite Gen 5 processor, supported by the brand’s dedicated RedCore R4 gaming chip and more. Slated for release on 10 November 2025, it is also looking to be the first Snapdragon […] The post Redmagic 11 Pro Arriving In Malaysia On 10 November 2025; Starts From RM3,399 appeared first on Lowyat.NET.  ( 36 min )
    iCAUR V23 Test Drive: Off-Road Confidence Meets Electric Innovation
    iCAUR recently previewed its upcoming V23 EV SUV, and I had the opportunity to take the iWD variant for a spin at Kev Avenduro Park, Rawang. This short off-road session on a muddy trail offered valuable insight into the SUV’s off-road prowess and the level of comfort it delivers even in challenging conditions. The V23 […] The post iCAUR V23 Test Drive: Off-Road Confidence Meets Electric Innovation appeared first on Lowyat.NET.  ( 36 min )
    Canon EOS R6 Mk III Officially Launches In Malaysia; Starts From RM10,999
    Canon today has officially launched the EOS R6 Mk III full-frame mirrorless camera both globally and in Malaysia. It is the successor to the second generation model which debuted three years ago, equipped with numerous upgrades in hardware and features. The EOS R6 Mark III features a new 32.5MP sensor, offering a notable resolution jump […] The post Canon EOS R6 Mk III Officially Launches In Malaysia; Starts From RM10,999 appeared first on Lowyat.NET.  ( 37 min )
    GWM Confirms Wey 9 PHEV MPV To Launch In Malaysia
    Aside from launching the Ora Good Cat facelift, GWM announced that the next model to launch in the local market is the Wey 9 Plug-in hybrid MPV. This was announced by GWM’s Chief Operating Officer (COO) Roslan Abdullah during the event earlier. As you may recall, the Wey 9 MPV was recently previewed locally, showcasing […] The post GWM Confirms Wey 9 PHEV MPV To Launch In Malaysia appeared first on Lowyat.NET.  ( 35 min )
    Huawei Mate 70 Air Launches In China
    Huawei has officially launched the Mate 70 Air in China, almost a full year after the original series debuted there. Though it is launching alone, the company is offering four different configurations to choose from. Right off the bat, the Mate 70 Air is sporting a 7-inch 1.5K+ OLED display with 2,760 x 1,320px resolution, […] The post Huawei Mate 70 Air Launches In China appeared first on Lowyat.NET.  ( 34 min )
    Harman Kardon Aura Studio 5 Launches In Malaysia For RM1,599
    Audio brand Harman Kardon has announced the Aura Studio 5 for the Malaysian market. As the name suggests, it’s the fifth entry into the brand’s 360-degree speaker series. It also has what the company calls a “new multi-layering lighting projection and acoustic design”. What that means is that the the Harman Kardon Aura Studio 5 […] The post Harman Kardon Aura Studio 5 Launches In Malaysia For RM1,599 appeared first on Lowyat.NET.  ( 34 min )
    OPPO Find X9 Ultra Tipped To Launch In Global Markets
    Not too long ago, OPPO launched the Find X9 and the Find X9 Pro as its newest flagship smartphones. Of course, these won’t be the only models in the series, as the brand will be releasing the fanciest variant later. Typically, the company only launches this model in its home market, but it seems like […] The post OPPO Find X9 Ultra Tipped To Launch In Global Markets appeared first on Lowyat.NET.  ( 34 min )
    Meta Confirms Rollout Of AI Chatbot To Malaysian Users
    More than a year after its introduction, Meta is now rolling out its AI chatbot (via its dedicated website) to Malaysian users. Soon, they will be able to also access the feature through the company’s various platforms, including Facebook, Instagram, and WhatsApp. For the uninitiated, Meta AI works like any other chatbot dominating the space. […] The post Meta Confirms Rollout Of AI Chatbot To Malaysian Users appeared first on Lowyat.NET.  ( 34 min )
    CUKTECH Launches Two New Power Banks, Car Charger
    Power bank brand CUKTECH has announced two powerbanks sharing the same name, as well as a car charger, to be added to its product catalogue. Said power charger is called the CP24, with one variant having one built-in cable, and the other having two. The car charger, on the other hand, is simply called the […] The post CUKTECH Launches Two New Power Banks, Car Charger appeared first on Lowyat.NET.  ( 34 min )
    GWM Launches Ora Good Cat Facelift; Starting Price RM109,800
    GWM Malaysia has officially launched the facelifted Ora Good Cat alongside the new Ora Good Cat GT variant. The previous version was introduced in Malaysia back in 2022, where it was offered in two variants: 400 Pro and 500 Ultra. However, the new model now comes in the Ultra option and the aforementioned GT version. […] The post GWM Launches Ora Good Cat Facelift; Starting Price RM109,800 appeared first on Lowyat.NET.  ( 36 min )
    You Can Now Own A Samsung Galaxy A07 For Free With CelcomDigi
    When it comes to phones, there is no denying that everyone wants a device that they can comfortably rely on. However, finding one on a budget is the real challenge. Luckily, The Samsung Galaxy A07 is here to remedy that. With a massive emphasis on storage and software support, this device is perfect for students […] The post You Can Now Own A Samsung Galaxy A07 For Free With CelcomDigi appeared first on Lowyat.NET.  ( 38 min )
    SanDisk Launches World’s Smallest 1TB USB-C Flash Drive
    Memory maker SanDisk has recently launched its newest product, the Extreme Fit USB-C Flash Drive. What’s notable about the device is that it is currently the world’s smallest 1TB flash drive,as the company says. The drive measures only 18.5 × 15.7 × 13.6 mm and weighs a mere 3g. The compact design allows it to […] The post SanDisk Launches World’s Smallest 1TB USB-C Flash Drive appeared first on Lowyat.NET.  ( 34 min )
    Google, Epic Games Reach Settlement For Years-Long Legal Battle
    Google and Epic Games have been locked in a legal battle for the better part of five years. And it all started with the latter rolling out direct payments for Fortnite on Android. After the better part of five years, the two have reached a settlement that would end said legal battle. Though the companies […] The post Google, Epic Games Reach Settlement For Years-Long Legal Battle appeared first on Lowyat.NET.  ( 34 min )
    Nintendo Launches “Nintendo Store App” For iOS, Android
    Nintendo is officially rolling out a new app for Android and iOS called the Nintendo Store App. Much like most digital stores, the app allows users to peruse and purchase the gaming company’s vast range of products. In a way, the app isn’t technically new; it is a reimagining of the My Nintendo app that […] The post Nintendo Launches “Nintendo Store App” For iOS, Android appeared first on Lowyat.NET.  ( 35 min )
    Apple To Pay Google US$1 Billion A Year To Power Overhauled Siri
    It seems Apple is enlisting Google’s help for its new and improved Siri. According to a report by Bloomberg’s Mark Gurman, the iPhone maker is currently finalising an agreement with the search engine giant. This deal will allow Apple access to a custom version of Gemini for a price of around US$1 billion (~RM4.2 billion) […] The post Apple To Pay Google US$1 Billion A Year To Power Overhauled Siri appeared first on Lowyat.NET.  ( 34 min )
    DJI Osmo Mobile 8 Launches In Malaysia; Priced At RM569
    DJI has officially launched its Osmo Mobile 8 smartphone gimbal in Malaysia. The device initially made its debut in China last month, introducing numerous upgrades including 360-degree rotation, improved tracking features, and more. To recap, the DJI Osmo Mobile 8 retains the brand’s signature 3-axis stabilisation but now introduces unlimited 360-degree horizontal rotation, enabling smooth […] The post DJI Osmo Mobile 8 Launches In Malaysia; Priced At RM569 appeared first on Lowyat.NET.  ( 35 min )
    Volvo ES90 Spotted In Malaysia Ahead Of Expected 2026 Launch
    The Volvo ES90 has been spotted in Malaysia roads, confirming its local debut early next year. It was sighted near Volvo Car Malaysia’s (VCM) headquarters in Section 13, Petaling Jaya. Although the vehicle was still covered in delivery wraps, its three-box silhouette and the outline of the distinctive C-shaped taillights unveiled its identity.  The sighting came to […] The post Volvo ES90 Spotted In Malaysia Ahead Of Expected 2026 Launch appeared first on Lowyat.NET.  ( 35 min )

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    Stablecoin Adoption 2025: Inside the Internet’s New Settlement Layer
    Stablecoins reached $316B in market cap and $1.25T in monthly volume. Explore how they are reshaping the global financial stack.  ( 8 min )
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    StatusGator Alternative in 2025: Why IT Managers Pick IsDown
    Are you evaluating StatusGator alternatives for your organization? As an IT manager responsible for maintaining service reliability and minimizing downtime impact, choosing the right status page aggregator is critical to your operations. This comprehensive guide explores IsDown as a StatusGator alternative, providing detailed comparisons to help you make an informed decision. Before diving into the StatusGator alternative comparison, let's establish why status page aggregation has become essential for modern IT operations. Today's IT infrastructure relies on dozens or even hundreds of third-party services. From cloud providers like AWS and Azure to communication tools like Slack and Zoom, to payment processors like Stripe—each service represents a potential point of failure. When these se…  ( 16 min )
    Comment j'ai arrêté de redessiner l'univers : une histoire d'abonnements atomiques dans React
    Comment j'ai construit l'animation du logo Quo.js avec un moteur externe à React, des souscriptions atomiques dans React, et presque aucun code répétitif. TL;DR : J'ai transformé un PNG statique du logo Quo.js en centaines de cercles SVG animés qui s'assemblent, se dispersent autour de la souris et reviennent en douceur — le tout en React 19 + TypeScript utilisant @quojs/core et @quojs/react. L'astuce consiste à exécuter un petit moteur complètement en dehors de React, en diffusant des mises à jour d'état groupées dans un store Quo.js, puis en effectuant le rendu avec des souscriptions atomiques dans React afin que l'interface utilisateur ne soit re-rendue que lorsque les coordonnées d'un cercle spécifique changent réellement. Technologies : React 19, TypeScript, Vite, SVG État : @quoj…  ( 12 min )
    Software Engineering vs AI Engineering
    A post by Lindokuhle Mkhawana  ( 5 min )
    Rethinking Vibe Coding: A Skeptic's Field Notes
    I’ll admit, I've in the past had a negative reaction to the term vibe coding. (And in some circumstances, I still do.) It often brought to mind an engineer carelessly committing code that’s buggy or inefficient without proper checks. My perspective changed after our conversation with Keith Ballinger, VP and General Manager at Google Cloud on episode 6 of the Agent Factor podcast. He showed us that his approach to vibe coding isn't about chaos; it's about a surprisingly structured template that turns a vague 'vibe' into a concrete plan. Demo: Vibe coding a command line Markdown viewer with the Gemini CLI My biggest takeaway is that vibe coding is more nuanced than I first thought. I now see its value on a spectrum: it's a powerful tool for exploration when you're in unfamiliar territory, an…  ( 10 min )
    Coding Challenge Practice - Question 46
    The task is to implement interval which emits sequential numbers every specified period of time. The boilerplate code: function interval(period) { // your code here } The function takes one argument - period, which is the time interval between emissions. The function returns a new Observable. When the Observable is subscribed to, an observer object that defines what to do when a new value is emitted is returned let count = 0; const id = setInterval(() => observer(count++), period) The count starts at 0. At every period, setInterval runs observer(count++), and the subscriber receives a new value. When the subscription to the Observable ends, the timer is stopped return { unsubcribe() { clearInterval(id) } } The final code function interval(period) { // your code here return new Observable(observer => { let count = 0; const id = setInterval(() => observer(count++), period) return{ unsubscribe() { clearInterval(id) } } }) } That's all folks!  ( 6 min )
    Unlocking Logic's Secrets: BoolSkeleton – Streamlining Boolean Networks for Peak Performance by Arvind Sundararajan
    Unlocking Logic's Secrets: BoolSkeleton – Streamlining Boolean Networks for Peak Performance Imagine untangling a massive circuit diagram, where countless pathways obscure the core logic. This is the reality when optimizing complex Boolean networks. The same functional behavior can be achieved with vastly different network structures, creating redundancy and hindering performance. That's where BoolSkeleton comes in. It's a novel approach to simplify Boolean networks by identifying and eliminating redundant elements while preserving critical functionality. Think of it like pruning a tree: removing extraneous branches to allow the essential ones to thrive. The core of BoolSkeleton lies in strategically reducing the network. It classifies network nodes based on their roles in the overall lo…  ( 7 min )
    Will Developers Survive AI Takeover? Part 4: The Popstar Developer
    Table of Contents Previously in the Series Rockstar Developer 🎸 Popstar Developer 🪩 What Goes Into Understanding a New Technology Same Applies to LLMs and Their Versions When Does It Actually Make Sense to Go All In on New Tech? Be Extra Cautious When Your Decision Might Affect Others Make Sure You Pick Tech for Long-Term Use You Don't Have to Pick Sides, Don't Label Yourself Conclusion Last time, we dove into what it really means to stay old school in this chaotic, AI-powered era and the pros and cons that come with it. Catch up on the full article here: Will Developers Survive AI Takeover? Part 3: What Happens If You Stay Old School? Giorgi Kobaidze ・ Nov 1 #ai #machinelearning #discuss #career We discovered that being too cool for school and proudly s…  ( 12 min )
    Effective Terraforming: Secrets of the Pros
    Picture this: You're staring at a 3000-line Terraform file at 2 AM, wondering why your simple VPC deployment is taking 45 minutes and why changing one variable broke half your infrastructure. Sound familiar? 🤔 Welcome to the wonderful world of Infrastructure as Code gone wrong! But fear not, dear reader. After 20 years of watching developers turn elegant infrastructure into digital spaghetti, I'm here to share the secret sauce that separates the Terraform wizards from the mere mortals. Today, we're diving deep into the art of writing efficient, maintainable Terraform code that won't make your future self (or your teammates) want to throw their laptop out the window. Let's transform your infrastructure from a house of cards into a solid foundation that scales! 🏗️ Remember that colleague w…  ( 9 min )
    Laravel Log Cleaner v2.0 - Memory-Efficient Log Management with Compression & Backup
    Laravel Log Cleaner v2.0 - Memory-Efficient Log Management The Problem 🔥 We've all been there: your Laravel app runs fine for weeks, then suddenly your server runs out of disk space. You SSH in, check the logs folder, and find a 5GB laravel.log file. Sound familiar? Log files can grow out of control fast, especially in production. But clearing them manually is risky, and heavy monitoring tools like Telescope can slow down your app or even crash your server. I built Laravel Log Cleaner to solve this exact problem. Version 2.0 just launched with major improvements: 🧠 Memory-efficient processing - handles multi-GB files without crashing 📦 Compression support - archive old logs instead of deleting 🔒 Backup creation - never lose important data 🎯 Log level filtering - keep only…  ( 10 min )
    Detached agent chains that work like people do
    Most AI deployments wait for a prompt. Real operations do not. A manager defines a goal, delegates work, and people go collect facts, make decisions, and return results. What we need is AI agents that have an intent and initiate conversations with a goal. The system below mirrors that familiar pattern with task templates, action chains, a watchdog that moves work forward, and scout agents that initiate conversations. It is simple to describe, strong in practice, and it scales. Everything described here is doable with existing technologies. Let's look at the main components that make up such a system: A task template is the starting point. It contains an action chain plus basic metadata like name and description. Task Templates are executed by an event, on a schedule, when criteria are met,…  ( 11 min )
    Why Business Central’s Standard BOM Setup Falls Short for Complex Configurations
    Manufacturers using Microsoft Dynamics 365 Business Central are familiar with the challenges of setting up Bills of Materials (BOMs) and routings. For straightforward products, the standard functionality works. For configurable products with multiple options, dependencies, and variations, the standard setup creates unnecessary complexity. Business Central’s standard BOM and routing tools introduce bottlenecks: Excessive BOMs – Every variation requires a separate BOM, creating an overwhelming library to maintain. Manual entry – Sales and planning teams manually enter routing steps, material requirements, and pricing for each configuration. Frequent errors – Missing updates to a routing step or cost value lead to inaccurate production plans and incorrect quotes. Inefficient quoting – T…  ( 7 min )
    How to Extend WPGraphQL with Custom Types and Resolvers in PHP WordPress
    Getting deeper into WordPress development recently, I explored how to work with WPGraphQL in order to expose custom data and operations through GraphQL. I came across a highly detailed guide titled How to Extend WPGraphQL with Custom Types and Resolvers in PHP in WordPress What stood out immediately is how it speaks not just about the “how” but also the “why”: you’ll often need to expose new object types (using register_graphql_object_type), add custom fields to existing types (register_graphql_field), hook into the graphql_register_types action and implement resolvers that handle PHP logic for returning data. In many real‑world sites, you might have custom database tables or external APIs, and the guide shows you how to tie them into your WPGraphQL schema. In my own tests, I created a small plugin—basic structure, namespace, autoloading with Composer—and followed the pattern: register custom type, add a resolver that fetches meta‑fields or external data, and then query it via GraphiQL. Suddenly I could ask for data that wasn’t part of standard Posts or Users, but bespoke to my project. The learning curve was real, but the insight you gain is significant: you move from “WordPress + GraphQL plugin” to “WordPress as headless CMS with custom API surface”. If you’re working on a medium‑sized project, want to build a bespoke front‑end (e.g., Next.js, React) backed by WordPress, or simply hope to future‑proof your site’s data layer, this kind of customization is where modern WP development is going.  ( 6 min )
    Awesome FFmpeg Tricks for Video and Audio Manipulation
    FFmpeg is the swiss army knife of multimedia processing. It’s a free and open-source command-line tool that can handle virtually any video or audio format. Whether you're a developer, a content creator, or just someone who wants to have more control over their media files, FFmpeg is an essential tool to have in your arsenal. Here are some awesome tricks to get you started. Before you start manipulating a file, you can get detailed information about it, including its codecs, resolution, and duration. ffmpeg -i input.mp4 One of the most basic and useful features of FFmpeg is format conversion. To convert a video from .mov to .mp4: ffmpeg -i input.mov output.mp4 To extract the audio from a video and save it as an MP3: ffmpeg -i input.mp4 -vn -ar 44100 -ac 2 -ab 192k -f mp3 output.mp3 Easily cut a video to a specific length by providing a start time and an end time. ffmpeg -i input.mp4 -ss 00:00:10 -to 00:00:40 -c copy output.mp4 Using -c copy is a great trick because it avoids re-encoding the video, which is much faster and preserves the original quality. Animated GIFs are a great way to share short video clips. FFmpeg makes creating them a breeze. ffmpeg -i input.mp4 -ss 00:00:10 -t 5 -vf "fps=10,scale=320:-1:flags=lanczos" output.gif This command creates a 5-second GIF starting at the 10-second mark, with a frame rate of 10 fps and a width of 320 pixels. Need to grab some frames from a video? FFmpeg can do that too. ffmpeg -i input.mp4 -r 1 -f image2 image-%3d.png This command will extract one frame every second and save it as a PNG image with a numbered sequence (image-001.png, image-002.png, etc.). These are just a handful of the many tricks you can perform with FFmpeg. It’s a deep and powerful tool, and the best way to learn is to experiment. For more information, you can always consult the extensive official documentation. Happy encoding!  ( 7 min )
    FPGA_Part_03
    En son postta yüklediğim göselde ne olduğunu ve nasıl çalıştığını bilmediğim MUX lar hakkında araştırma yaptım ve seçenek seçici gibi düşünebiliriz. 2x1, 4x1, 8x1... gibi artan türleri var. Aslında binary bit sistemine göre seçeneği seçiyor. Örnek vermek gerekirse 4x1 MUX un 2 tane seçim pini var ve bunlarla 00 01 10 11 kombinosyanları ile I0, I1, I2, I3 inputlarından istediğimizi çıkışa verebiliyoruz. 4x1 MUX: 8x1 MUX: NESO Academy'nin içeriğinden MUX ları fonksiyonlarda kullanmayı anlatan ders: NESO Academy'nin Playlist linki  ( 6 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    No. 6: Mulholland Drive Sean and Amanda dive into David Lynch’s surreal tour de force, applauding Naomi Watts’s haunting breakout turn and the endless conspiracy theories that keep fans talking. They celebrate how the film seamlessly blends Hollywood glamour, European dream logic, Americana oddities, and a dose of sinister outsider art into one unforgettable cinematic puzzle. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Review After the original Predator’s jungle smackdown, Predator 2 landed in 1990, swapping Schwarzenegger for Danny Glover and a sun-baked, crime-ridden L.A. heat wave. You get a slicker, meaner Predator stalking city streets, plus a surprise Gary Busey cameo to spice things up. Caravan of Garbage’s rundown praises the fresh setting and new villain while warning it’s a different beast than the first film. If you’re cool with less jungle and more urban chaos, it’s a fun ride. Watch on YouTube  ( 6 min )
    Deleting GitHub Repositories Without Prompt: A Guide to Automated Cleanup
    Managing numerous GitHub repositories can sometimes be a chore, especially when you need to clean up a large number of old projects, test repositories, or deprecated forks. Manually deleting each repository through the web interface or even interactively via the GitHub CLI (gh) can be time-consuming and repetitive. This guide will show you how to automate the process of deleting multiple GitHub repositories using a simple bash script combined with the powerful GitHub CLI, all without being prompted for confirmation for each deletion. ⚠️ WARNING: This script performs destructive actions. Repositories deleted are gone forever. Always double-check your list of repositories before running any deletion script. It is highly recommended to test this process on dummy repositories first. Before you…  ( 8 min )
    From student to developer - How open source can launch your career
    You might still be a student, still learning, or still wondering where you belong in tech. You scroll through GitHub, see contributors building amazing things, and it feels like they are miles ahead. But here is the truth: every great developer you admire once made their first pull request too. And that first contribution was not their end point. It was their beginning. Hacktoberfest is a month-long celebration of open source. Each October, developers from all over the world make their first contributions, fixing bugs, improving documentation, or adding new features to projects that anyone can use. For many, it is their first step into real-world collaboration. It is how they gain hands-on experience, connect with other developers, and start building the foundation of their career…  ( 8 min )
    The future of coding: Cursor, AI, and the rise of backend automation with Appwrite
    The way we build software is evolving quickly. AI-driven tools like Cursor are changing how developers write code, while backend platforms like Appwrite are changing how infrastructure is managed. Together, they are shaping a new era of development focused on automation, speed, and intelligence. In this new ecosystem, Model Context Protocol (MCP) servers act as the missing bridge between these tools, allowing editors like Cursor to talk directly to platforms such as Appwrite. Cursor is often described as “the best way to code with AI.” (cursor.com) It combines the familiarity of a code editor with the intelligence of an AI pair programmer. As Datacamp explains: Cursor takes this a step further by directly integrating with the code editor, eliminating the need to switch between the editor a…  ( 8 min )
    Dr. Strangepie or: How I Learned to Stop Resisting and Love Expo
    In October 2024, I started a new role at Pie, a Chicago-based company that is building a platform that makes it easier for people to find things to do and make memories with friends. I was excited to join Pie for a few reasons: In-person culture After working remotely for 5 years, I was looking for a position that gave some face-to-face time Values alignment Pie's mission to cure loneliness was something that resonated with me, personally Stack alignment I had been working exclusively with React Native for years, and I was excited to continue that when building this product The people they're pretty cool, I guess I remember when I started, the only downside that I thought was going to be a point of frustration was that the existing React Native app was built with Expo. As a social media…  ( 8 min )
    sshOuroboros multiplayer game in goLang with ssh, and the story.
    GIMME THE MEAT sshOurboros -- multiplayer game where snake eats itself and grows To play go here ssh web2u.org -p6996 The Rules: The goal is to claim the most space Secondary goal is to kill as many other Ourboroses as you can The how: To claim space you need to either eat your own tail or reach tiles you've already claimed, To kill other snakes you hit their tails To watch out: Other players can kill you by hitting your exposed tail Other players can take your tiles. The source: https://github.com/MShel/sshOuroboros/tree/main When you Sign Up to the game you are presented with 254 Ansi colorsor maybe less if there are active players in the game right now. we have in terminal - (void color + wall color). But now that you've signed up there are players there! What the heck?…  ( 9 min )
    I Built an Open-Source Task Timer Widget for Windows — and Published It on Microsoft Store
    Hi everyone! 👋 I'm Melih — a software engineer, author, and composer from Türkiye. Recently, I built a small open-source Windows widget to help me (and hopefully others) stay focused on their current task. The app simply shows what you’re currently working on and how long you’ve been on it — right on your desktop. It’s minimal, always visible, and helps you track time without switching windows. C# + WinUI 3 MVVM pattern Local data persistence (no online sync, everything stays on your PC) Lightweight design with almost zero CPU usage I wanted something that runs natively on Windows, blends in visually, and doesn’t distract me — so I decided to build it myself. You can now download it directly from the Microsoft Store: 👉 Task Timer Widget — Microsoft Store And of course, it’s open source: 🔗 GitHub Repository I used many productivity tools (ActivityWatch, WakaTime, etc.), but I wanted something that stays always visible and shows just one thing: what I’m doing right now. This small widget helps me stay mindful of my current focus — especially while coding or composing music. Thanks for reading! If you try it out, I’d love to hear your feedback — both on the app and the code. Stay focused! 💻🎵  ( 7 min )
    Qwen Image Models Training - 0 to Hero Level Tutorial - LoRA & Fine Tuning - Base & Edit Model
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    Como parei de re-renderizar o universo: Uma história de assinaturas atômicas no React
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    Production-Grade AI Agents: Architecture Patterns That Actually Work
    Your AI agent works beautifully in development. Responses are quick, conversations flow naturally, and everything feels magical. Then you deploy to production with real users, and suddenly everything breaks. Response times spike to 5+ seconds. Agents lose conversation context mid-workflow. Memory usage explodes. Users report inconsistent behavior. Your costs skyrocket. I've built AI agent systems that handle 100+ concurrent users with sub-2-second response times. Here's what actually works in production—and what fails spectacularly. In development, you have: One user (you) Clean test data No concurrent requests Unlimited time to respond Generous error margins In production, you face: Hundreds of simultaneous users Messy, unpredictable inputs Race conditions everywhere Users expect <2s resp…  ( 16 min )
    Feature Release 0.54.0 of the GitHub Action for Checking Spelling
    A feature release for the GitHub Action for Checking Spelling has just been made. The release is numbered 0.54.0 and contains an update of the core component PySpelling from version 2.11 to 2.12. The update allows for the configuration parameters jobs to be set to: 0 to allow for use of maximum number of cores. See the documentation for PySpelling and of course 0.54.0 of this action. The support for this setting was introduced with release 2.10 of PySpelling, which was adopted in release 0.36.0 of this action. Happy spellchecking on even more cores for all your spellcheck needs!  ( 6 min )
    React Tip: Pass a Function to useState, Don’t Call It
    We’ve all written code like this before: const [value, setValue] = useState(getInitialValue()); It looks innocent — but this line hides a subtle performance pitfall. When you call useState(getInitialValue()), that function executes on every render, not just the first one. That’s because React re-runs your component function on every render, and the argument to useState() is evaluated before React decides whether to reuse the existing state. If getInitialValue() does something expensive — like computing, parsing, or reading from storage — you’re wasting CPU cycles on every render. function getInitialValue() { console.log("getInitialValue() called"); // imagine something slow here... return Math.random(); } function ExampleComponent() { const [value, setValue] = useState(getInitialValue); return ( Value: {value} setValue(v => v + 1)}>Increment getInitialValue()); On later renders, React reuses the same state value, skipping the function execution entirely. 💡 Tiny tweaks like this don’t just improve performance — they also make your intent clearer to everyone reading your code.  ( 6 min )
    Ditch the Config Chaos: Meet Kiponos - the Real-Time Config Revolution You've Been Waiting For
    Picture this: It's 3 AM, your app's in flames because someone fat-fingered an env var in prod. Or worse—that "quick" config tweak forces a full redeploy, downtime ticking like a bomb. Sound familiar? We've all been there, wrestling with YAML nightmares, secret managers, and endless "it works on my machine" debates. Config management feels like herding cats... in the dark. But what if I told you there's a better way? One that turns config into a living thing—shared, collaborative, and instant. Enter Kiponos.io: the ultimate config platform that's not just managing your settings; it's democratizing them. With Kiponos, you forget env vars even exist. Instead, imagine this dead-simple line in your code: // Java SDK (Spring Boot 2.x/3.x ready) if (kiponosSdk.path("my-app", "debug").getBoolean("…  ( 7 min )
    The Orchestrator Pattern: Routing Conversations to Specialized AI Agents
    Building one AI agent to handle everything sounds simple. One conversation, one context, one set of instructions. But in practice, generalist agents fail at complex workflows. They lose focus. They confuse tasks. They can't decide when they're done. They try to be everything and end up being mediocre at most things. The solution isn't a smarter single agent—it's specialized agents with intelligent orchestration. Each agent does one thing exceptionally well, and an orchestrator routes conversations to the right specialist. I've built multi-agent systems where 4-6 specialized agents handle distinct workflows, coordinated by a central orchestrator. Here's how to architect orchestration that actually works in production. Consider a business operations platform that needs to: Schedule appointme…  ( 16 min )
    Browser Simulation vs API Access: Why Amazon Is Challenging Perplexity Comet
    The first real battle over AI web access has started, and it is not about scraping. It is about identity, control and the future architecture of autonomous AI agents. Perplexity’s new desktop assistant Comet behaves like a human user with a browser. It can open websites, extract information in real time and act on behalf of the user. Amazon has responded by signalling that this type of access may violate its platform rules. Developers have discussed scraping, headless browsers and bot detection for years, but Comet is the first mainstream AI tool to turn that into a user-facing product. That changes the stakes. This is no longer about bypassing rate limits. It is about whether an AI system is allowed to act as the user without using an API that the platform controls. This is a technical co…  ( 15 min )
    Context Engineering: Giving AI Agents Memory Without Breaking the Token Budget
    Your AI agent needs to remember things. User preferences, project details, conversation history, tool results—all of it matters for providing intelligent responses. But every token you send costs money and consumes your context window. Send too little context, and your agent gives generic, unhelpful responses. Send too much, and you hit token limits, rack up costs, and slow down responses. I've built agents that manage context for manufacturing operations, sales workflows, and productivity systems. Here's how to give agents the right memory at the right time—without exploding your budget. Every LLM has a context window—a maximum number of tokens it can process. Claude Sonnet 4.5 has 200K tokens. GPT-4 has 128K tokens. Sounds like a lot, right? Here's what actually fits in that budget: A ty…  ( 16 min )
    ERD Models
    **What Are ERD Models? ERD models have always fascinated me as a way to bring order to the chaos of data. They're like the unsung heroes of database design, quietly mapping out connections that power everything from simple apps to massive enterprise systems. Let's dive deep into what makes ERD models so essential, starting from the ground up. models illustrate how various entities within a system interact with one another. An entity could be anything tangible or conceptual—a customer, a product, an event, or even a transaction. These ERD models use specific symbols to depict these entities and their interconnections, making abstract data structures feel more concrete. I remember first encountering ERD models in a college course, and it was a revelation; suddenly, databases weren't just lis…  ( 11 min )
    Telex Weather Agent
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    Okay, ich baue also mein eigenes "Google Maps". Hier ist mein Plan... und meine Albträume.
    Jedes Mal, wenn ich ein Navi benutze, überkommt mich dieser "Entwickler-Juckreiz". Kennt ihr das? Diese leise Stimme im Kopf: "Hm, könnte ich das auch bauen? Sieht nicht so schwer aus. Nur ein Punkt auf einer Karte, eine Linie..." Neulich beschloss ich, diesem Juckreiz nachzugehen und setzte mich hin, um ernsthaft einen Plan zu schmieden. Es stellte sich heraus, dass der blaue Punkt auf der Karte nur die Spitze eines eisigen Monsters ist. Unter der Wasseroberfläche lauern technische Tiefen, die einem Angst machen. Als jemand, der von Navigation besessen ist, teile ich hier meine Gedanken, womit man wirklich konfrontiert wäre. 😱 Hürde Nr. 1: Womit entwickeln und (oh Gott) woher die Karten nehmen? Nehmen wir Flutter (ich bin ein Fan, also ja). Wir binden Maps_flutter oder mapbox_gl ein, wer…  ( 9 min )
    The Unseen Architecture of Python: Mastering Environments, Typing, and Memory
    You’ve spun up countless Python projects. The ritual is familiar: create a directory, initialize a virtual environment, install dependencies, and write your first main.py. It’s a muscle memory honed over years of development. But in that rush to get to the "real" work—the algorithm, the API endpoint, the data pipeline—we often treat the foundation as a given. We choose our tools out of habit, not strategy. This is a mistake. The most resilient and scalable Python applications are built not just on clever logic, but on a deliberate and profound understanding of the execution model itself. It’s about recognizing that the choice between Google Colab and a local PyCharm setup is an architectural decision. It’s about seeing PEP 8 not as a style guide but as a protocol for reducing cognitive fri…  ( 12 min )
    Building a Sustainable On-Call Culture: Escaping Alert Fatigue Before It Breaks You
    Most on-call engineers don't burn out from hours, they burn out from noise. Alert fatigue isn't just a human problem; it's a design failure. Here's how to build an on-call process that keeps both systems and people healthy. It's 3 AM. Your phone buzzes. Again. Third time tonight. You drag yourself out of bed, squint at PagerDuty, and see: "Disk usage at 76% on server-web-03." Not urgent. Not even close to critical. But you're awake now. This is alert fatigue, and it's quietly destroying engineering teams everywhere. The numbers tell a grim story: 40% of on-call engineers report burnout symptoms Teams with high alert volumes have 3x higher attrition rates 70% of alerts don't require immediate action Engineers spend an average of 8 hours per week on alert noise But here's what the numbers do…  ( 13 min )
    I built a WhatsApp bot that automatically tracks your expenses into Google Sheets — my first public project 🚀
    Hey everyone 👋 I’ve been learning programming little by little through different personal and work projects — building things that help me automate tasks, organize data, or just make life a bit easier. Recently, I decided to publish one of them for the first time: RemmiV1, a WhatsApp bot that automatically logs your daily expenses into Google Sheets 💬💸 The idea is simple: you send a normal message in WhatsApp like: chicken food 20 cash and the bot automatically registers: 🏷️ Category: food 🍗 Item: chicken 💰 Amount: 20 💳 Payment method: cash Everything goes directly into a Google Sheet, ready for reports or monthly summaries. The idea came from something personal. My girlfriend usually writes down her daily expenses in a WhatsApp chat — just as quick notes — but by th…  ( 7 min )
    Decentralized Communication System During Disasters – Using LoRa
    Introduction: To solve this, our team developed a Decentralized Wireless Communication System using LoRa (Long Range) technology and an ESP32 microcontroller. The system enables long-range, low-power, and infrastructure-free communication, ensuring connectivity even when all conventional networks are down. Project Overview: We built two transceiver devices that can both send and receive data over long distances using LoRa. Each device is equipped with four buttons and a gyroscopic sensor, designed to make emergency communication fast and effortless. “Are you safe?” “I am safe.” “Located.” “Medical emergency.” These preset messages were added because, during an emergency, victims may not be able to type messages manually. A single button press can instantly send a message to another node de…  ( 7 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 6 - 'Mulholland Drive’
    In the sixth installment of their 21st-century movie countdown, Sean Fennessey and Amanda Dobbins dive into David Lynch’s Mulholland Drive, celebrating Naomi Watts’s career-making performance and unpacking the film’s endless swirl of conspiracy theories and dreamlike twists. They praise how Lynch fuses classic Hollywood glamour, Americana, European surrealism and a touch of outsider art into one unforgettable cinematic puzzle. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less CinemaSins just unleashed their latest “Everything Wrong With” roast on Osgood Perkins’s Longlegs, poking fun at Nicolas Cage’s gloriously over-the-top performance—yes, those legs really are that long. They even tie it back to Perkins’s upcoming horror flick, Keeper, for all you genre buffs. In classic CinemaSins style, the video description is a treasure trove of links: website, socials (@TVSins, @commercialsins, @cinemasinspodcastnetwork), a fan poll, Patreon support, Discord, Reddit, Instagram, TikTok—and don’t forget Jeremy’s new book. Plus a shout-out to the writers who keep the cinematic nitpicking coming. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is Cinemasins’s latest Halloween special, where they gleefully roast what they call one of the greatest genre movies ever in their signature sin-counting style. Expect witty jabs, rapid-fire nitpicks, and plenty of laughs as they point out every little “sin.” Want more? Head over to their website or linktr.ee for all their social channels (YouTube, Discord, Reddit, Instagram, TikTok), fill out their sinful poll, and think about supporting the small-but-mighty CinemaSins team on Patreon. You can also follow individual writers on Twitter and Instagram for behind-the-scenes fun. Watch on YouTube  ( 6 min )
    Wix vs Shopify: Which is Better for Your Store?
    You’ve probably heard about Wix and Shopify, but most guides skip the human side. Let me tell you, I’ve been down this rabbit hole more than a couple of times while helping clients set up their online stores. When I first stepped into the world of eCommerce platforms, I was overwhelmed by choices. Wix seemed like that friendly neighborhood platform—easy to use and visually appealing. But Shopify? It felt like entering a bustling marketplace with endless possibilities for customization. Here are some things I love about Shopify: It offers robust inventory management tools. Integrations with social media platforms make marketing easier. You’ve got access to amazing apps that enhance functionality (think SEO tools or abandoned cart recovery). Look, whether you're leaning towards Wix or Shopi…  ( 7 min )
    Do we need technical posts and life stories from a Salesforce Marketing Developer?
    Tech communities grow when we share what we learn. But what actually helps? Step-by-step tutorials? “Lessons from production” posts? Or personal snippets about the real life of a Salesforce Marketing Developer (deadlines, UATs, odd bugs, work–life balance)? Core question Technical articles (AMPScript, SSJS, Data Views, Journey Builder, CloudPages, tracking best practices, antipatterns)? Personal disclosures (release management, stakeholder relations, fast learning, burnout, honest post-mortems)? Why I’m asking Technical posts solve concrete problems and save time. Personal stories build trust, motivation, and normalize inevitable failures. Together they turn “tips & tricks” into sustainable practices. What formats help you most? Short recipes: 5–10 minutes, one problem → one solution. Deep guides: concept to production (code, diagrams, tests). Post-mortems: what went wrong in a go-live and how we fixed it. Career journal: certifications, learning routines, scope negotiation. Reusable templates: AMPScript/SSJS snippets, Data Views SQL, QA/UAT checklists. How do we define “helpful”? Measure by: time saved, decision clarity, fewer launch errors, faster onboarding. Tell me what actually moved you forward: a diagram? a script? a candid case study? Feedback invite (please reply): What do you want next month (technical/personal/mix)? 3 concrete topics (e.g., proper alias tracking in emails, secure CloudPage patterns, safe SQL on _Sent/_Open). Preferred length (5 min, 15 min, 30+ min)? Best format for you (article, commented code, short video, PDF checklist)? One article you’d always recommend — and why. Wrap-up I want future posts to be truly useful, not just likeable. Tell me what helps your day-to-day and what inspires you long-term. I’m waiting for your replies — they’ll shape the editorial plan and technical priorities for the next publications.  ( 7 min )
    How-to use a Custom Start Button Image in Linux Mint
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    Day 3 of Building Secrin
    Today’s focus was on extracting and counting structural elements from code repositories. We built a component that parses Python and JavaScript projects, identifies their key elements, and represents them as nodes and relationships in a graph structure. The system now tracks: print(f"Nodes extracted:") print(f" Files: {files}") print(f" Classes: {classes}") print(f" Functions: {functions}") print(f" Variables: {variables}") print(f" Packages: {packages}") print(f" Docs: {docs}") print(f" Total: {len(graph_data.nodes)}") print(f"\nRelationships: {len(graph_data.relationships)}") This output summarizes the architecture that Secrin now understands. Every file, class, and function becomes a node. Dependencies and references between them become edges. The result is a knowledge graph that represents the structure and logic of a codebase in a connected form. This graph-based view lays the foundation for everything that follows. With it, we can: Visualize how code components depend on each other. Query relationships between files and functions. Build higher-level understanding of repositories for documentation, onboarding, and AI-based code reasoning. The Grand Line of Open Source continues. ⚓️ Follow the project: GitHub: https://github.com/SecrinLabs/secrin Twitter (X): x.com/jenilsavani_  ( 6 min )
    Uqda Network: Building a Decentralized, Encrypted IPv6 Mesh for the Future Internet
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    Don’t Be Someone People Have to Work With — Be Someone They Want to Work With
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    iOS 26.1 Released: What Developers Need to Know
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    What I Learned From Working on Legacy Codebases (And How It Made Me a Better Developer)
    Introduction When I started my career as a software engineer, I had visions of greenfield projects, clean architecture, and implementing the latest design patterns. What I got instead was a deep dive into the world of legacy codebases. PHP applications older than me, WordPress plugins with mysterious functionality, and C# applications written before modern frameworks existed. After 1.5 years of wrestling with these ancient digital artifacts, I've come to a surprising realization: working with legacy code has improved my development skills more than any tutorial, course, or greenfield project ever could. Here's what I learned, and how it can help you too. In school, you learn to write code. In the real world with legacy systems, you learn to read code. Lots of it, written by people with d…  ( 8 min )
    Understanding the `this` Keyword in JavaScript
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    Before there was Kubernetes, there was Borg......
    Google built Borg, an internal cluster management and scheduling system that would become one of the most influential pieces of software in computing history. Borg wasn’t just another management tool, it was their cluster operating system. In the early 2000s, Google had a problem most companies would dream of, their infrastructure was growing too fast. Thousands of servers, millions of jobs, and every team deploying their own workloads manually. Managing this chaos with scripts and SSH just wasn’t going to cut it. It was build as a brain that controls Google’s data centers. It tells each machine: Which workloads to run How much CPU, memory, and disk they can use How to restart them automatically if they crash How to balance everything for maximum efficiency Every search query, YouTube vi…  ( 7 min )
    To Mars and Beyond: A Coder's Guide to Modelling the Red Planet's Ionosphere
    Hello, future planetary scientists and fellow space enthusiasts! We’ve spent some time exploring the Earth’s ionosphere, but today, we're setting our sights on a new frontier: Mars. The Red Planet's atmosphere is a thin, chilly veil, but it has a surprisingly active ionosphere. Understanding it is key to future missions, and we're going to build a model to do just that, inspired by the work of Professor R.P. Singhal of Banaras Hindu University. Professor Singhal is a leading expert in a technique called the "Analytical Yield Spectrum (AYS)" method. We now know from his book, Elements of Space Physics (2022), that AYS is a way to calculate how charged particles deposit energy into an atmosphere, creating a bustling layer of ions and electrons. While on Earth this is driven by solar winds an…  ( 9 min )
    Are 3 Signs the AI Revolution Is Going Local?
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    PowerBuilder - Dynamic Search in datawindow
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    Unlocking Developer Revenue: Monetize Your LLM Apps with AI-Driven Ads
    What if Your AI App Could Generate Revenue in Two Ways Simultaneously? Imagine a world where your AI-powered application not only engages users but also generates revenue in multiple ways without compromising user experience. Welcome to Monetzly—the first dual-earning platform designed specifically for AI conversations. In the burgeoning landscape of AI applications, developers often face a critical challenge: how to monetize effectively without alienating users. Enter Monetzly, where we empower developers to earn revenue both from their apps and by hosting contextually relevant ads. Maximized Revenue Streams: With Monetzly, you don't have to choose between monetizing your app through subscriptions or paywalls and integrating ads. Instead, you can do both. This unique model allows you …  ( 7 min )
    I Launched on Product Hunt With No Network... Here’s What Happened
    Database design sucks. Three weeks ago I decided to build something to fix that. I wanted a way to design databases the same way I think about them—fast, visual, and flexible. Structa, a tool that mixes AI generation with manual editing. You type something like: “make me a music app with playlists, likes, and users” Structa builds the SQL & Prisma schema instantly, lets you edit tables visually, fix validation issues, and export clean code. Built solo in three weeks with Next.js, Supabase My first demo post went up on Reddit. “The demo was painful to watch.” It hurt—but they were right. The next day I rebuilt most of the app flow: faster generation, clearer UI, higher-contrast visuals, no fluff. No audience. No friends boosting. No Product Hunt track record. Here’s what I did: Posted on Product Hunt at midnight PST. Commented on every related launch. Replied to everyone who commented on mine. Posted in r/SideProject and r/webdev. After 24 hours: #13 Product of the Day 118 upvotes ~25 users (7 sign-ups, 1 paid lifetime lead) Dozens of supportive comments like: “Structa feels like the perfect blend of AI speed and visual clarity.” For a solo dev with zero network, that felt huge. 1. Painful feedback is gold. 2. Engagement beats reach. 3. Clarity wins. Next up: Team collaboration and seat-based pricing. Better schema diffing for large projects. Aiming for 500 users this week. Still solo, still learning in public. If you’ve ever wished you could design databases as easily as describing them: 👉 https://trystructa.com Free demo. No signup required.  ( 7 min )
    How to send OTP codes with SMS in Node.js
    Sending OTP (One-Time Password) is one of the most common tasks when building modern apps — signup verification, login security, password reset, etc. In Node.js it’s extremely easy to implement — you just need an SMS provider (like Twilio) and library like auth-verify for generating, saving and checking user codes. So we should install essential library (we'll only use auth-verify for whole process and we don't need any other libaries) npm install auth-verify And then we'll create index.js like this: const AuthVerify = require('auth-verify'); const auth = new AuthVerify(); auth.otp.setSender({ via: 'sms', provider: 'twilio', apiKey: "YOUR_ACCOUNT_SID", apiSecret "YOUR_AUTH_TOKEN", sender: "SENDER_NAME", mock: false // If you want to just test you can change this value to true }); You can get accountsid and authtoken from here. And you should use your accountsid and authtoken for apiKey and apiSecret in auth-verify. apiKey→ accountsid apiSecret→ authtoken auth.otp.generate(5).set("RECIEVER_NUMBER", (err)=>{ if(err) console.log(err); auth.otp.message({ to: "RECIEVER_NUMBER", text: `Your OTP code is ${auth.otp.code}` }); }); So we made OTP code and saved it to in-memory. Let's check and verify OTP code. auth.otp.verify({check: "RECIEVER_NUMBER", code: "12345"}, (err, valid)=>{ if(err) console.log(err); if (valid) console.log("Correct code!")' else console.log("Incorrect code!"); }); So we finally did it!  ( 6 min )
    The History of JavaScript
    When I first started learning web development, I was amazed to find out that the language powering almost the entire frontend (and increasingly the backend) actually began as a quick experiment. I came across a great article that breaks this down clearly: History of JavaScript on YourCodeWeb. What caught my attention most was that, back in 1995, Brendan Eich created JavaScript (originally called Mocha, then LiveScript) for the Netscape Navigator browser — in just a few days! The final name, “JavaScript,” wasn’t even technical; it was more of a marketing strategy to ride on Java’s popularity at the time. It’s fascinating how something that started as a lightweight scripting tool for simple interactivity (like validations or small animations) turned into the backbone of modern development — powering browsers, servers, frameworks, and even mobile apps. The article explains how in 1997, JavaScript was standardized by ECMA International as ECMAScript, which stabilized and guided its evolution. For me, the main takeaway is that a programming language isn’t defined only by what it does at first, but by how it evolves, who uses it, and what problems it solves. JavaScript went from “the language for color-changing buttons” to “the foundation of the modern web.” And if you’re learning web development, understanding its history gives you perspective on why certain practices and patterns make sense. In short: it’s not just what you’re learning, but why it exists. And the story of JavaScript is the perfect reminder of that.  ( 6 min )
    Conecta, comunica y controla”: el ecosistema SESCOM que te hace mejor
    Intro El ecosistema en 4 capas Conectividad (enlaces de datos): topologías con respaldo para voz, video y telemetría. Comunicación crítica (radios): coordinación inmediata, despacho y PTT IP. Visibilidad en movimiento (GPS): ubicación, combustible, conducción y cumplimiento. Datos de proceso (CDT): temperatura, energía, vibración, presión—sin cables y con trazabilidad. ¿Qué cambia en tu operación? Menos pérdidas y mermas: alertas tempranas + evidencia accionable. Decisiones en tiempo real: dashboards y reglas por evento. Menos fricción operativa: un solo integrador, un solo SLA, un solo responsable. Por qué SESCOM es “la mejor” (con gusto y sin pena) Arquitectura con propósito: QoS para CCTV, priorización de voz, data segregada. Implementación que “amarra”: pruebas de carga, manuales operativos, entrenamiento y transferencia de conocimiento. Mantenimiento proactivo: métricas que previenen, no parches que reaccionan. Cierre Cuando todo está integrado, el negocio se siente liviano: las cosas pasan a tiempo y con evidencia. Eso hacemos. informacion@sescom.com.gt sescom.com.gt  ( 6 min )
    Introduction to Transformers and Self-Attention Mechanism
    Introduction to Transformers and Self-Attention Mechanism Publicado automáticamente con IA/ML.  ( 6 min )
    Jeff Su: 4 Next-Level ChatGPT Techniques
    Here’s a no-nonsense rundown: this guide walks you through four killer ChatGPT tricks—reverse-engineer your best prompts, turn one piece of content into a bunch of formats in minutes, get AI to play critic on its own output, and force it to lay out its reasoning before it writes. Each hack comes with real examples so you can plug ’em in right away. Put them together and you’ll chop your AI workflow in half—no matter your role or industry—and there’s a free HubSpot ebook plus extra blog posts and course links if you want even more goodies. Watch on YouTube  ( 6 min )
    **The Paradox of Empathy in AI Development: A Call for More
    The Paradox of Empathy in AI Development: A Call for More Human 'Uniqueness' As we push the boundaries of artificial intelligence, I'd like to challenge a notion that has become increasingly prominent in the AI ethics debate: the idea that AI systems must be designed to be empathetic and mirror human emotions. While empathy is undoubtedly a valuable trait in humans, I believe we should exercise caution when applying this concept to AI development. Empathy, in humans, is a complex and context-dependent phenomenon that arises from our unique combination of cognitive, emotional, and social experiences. By trying to replicate empathy in AI, we risk oversimplifying this intricate process and, as a result, creating systems that are both superficially empathetic and ultimately unsatisfying. Furthermore, by prioritizing empathy in AI, we may inadvertently create a culture of expectation around human-like AI behavior, which could lead to unrealistic consumer expectations and disappointment. Instead, I propose that we focus on cultivating AI systems that value and respect human 'uniqueness.' By acknowledging and working with the inherent differences between human and machine cognition, we can design AI systems that not only excel in their respective domains but also learn from and adapt to the complexities of human behavior. This requires a fundamental shift in our approach to AI development, one that prioritizes transparency, explainability, and accountability over the pursuit of human-like characteristics. By embracing the unique strengths and limitations of both humans and machines, we can create AI systems that augment human capabilities, rather than trying to replicate them. In the end, it's not about creating empathetic machines, but about harnessing the complementary benefits of human and machine intelligence to drive innovation and progress. Publicado automáticamente con IA/ML.  ( 7 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    CinemaSins just dropped “Everything Wrong With Longlegs In 24 Minutes Or Less,” ripping into Nicolas Cage’s wildly over-the-top horror flick and hyping Osgood Perkins’ upcoming Keeper. They marvel at how absurdly long those legs really are and serve up their signature sin-count roast. If you’re thirsty for more movie nitpicks, swing by their website or Linktree, subscribe to @TVSins, @commercialsins and @cinemasinspodcastnetwork, fill out their quick poll, or support the gang on Patreon. You can also catch writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel on Discord, Reddit, Instagram, TikTok and beyond. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is a playful, Halloween-themed roast of one of the year’s best genre movies—celebrating its greatness while piling on the classic CinemaSins jabs. Expect plenty of sinful quips, a festive spooky vibe, and an invitation to “sin along” with the team. If you want more, they’ve got you covered: hit up their main site, support them on Patreon, share your thoughts through their poll, and join the fun on YouTube (TVSins, CommercialSins, CinemaSins Podcast Network), Discord, Reddit, Instagram, TikTok, and Twitter—complete with writer shout-outs for all the clever sins. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Predator: Killer of Killers In 16 Minutes Or Less
    Everything Wrong With Predator: Killer of Killers In 16 Minutes Or Less CinemaSins just unleashed a rapid-fire sin tally on the animated flick Predator: Killer of Killers, celebrating it as another spot-on Predator banger while gleefully poking fun at its quirks. They’ve got all the usual goodies—links to their site, Linktree, a poll to learn about you, and a Patreon pitch to support the squad. The credits roll with a writers’ lineup (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) and a ton of social hubs—Discord, Reddit, Instagram, TikTok—so you can keep the sinning party going. Watch on YouTube  ( 6 min )
    It's time to start measuring accuracy of data extraction with downstream systems and usability in mind, not just vanity metrics for a marketing slide
    Benchmarking the Most Reliable Document Parsing API Sarah Guthals, PhD for Tensorlake ・ Nov 5  ( 6 min )
    Optional Is Not Optional in C++ (and Definitely Not a Pointer)
    Last week I had a chat with a few fellow C++ devs, and I was genuinely surprised; some still avoid using std::optional and std::expected. Reason? This adds extra indirects while access as well as memory allocation. Basically, there is a belief that they are implemented over pointers. It still pops up more often than you could guess, but it's simply wrong. std::optional nor std::expected use pointers or heap allocations to store data. Everything lives on the stack - lightweight, fast, and predictable. Let's finally put that myth to rest. The std::optional is just a lightweight wrapper around a value of type T, plus a status flag that tells whether it's initialized. No heap or pointer usage at all; conceptually, it looks like: template struct optional { bool is_initialized_…  ( 9 min )
    **Sustainable Energy Optimization in Chilean Mines Using AI*
    Sustainable Energy Optimization in Chilean Mines Using AI In 2018, my team at CINVESTAV and the University of Chile partnered with the state-owned mining company, Codelco, to optimize energy efficiency in one of its copper mines in the Atacama Desert, Chile. The project, called "EcoMine," leveraged AI and machine learning (ML) to predict and prevent energy waste in the mine's operations. Our solution combined: Sensor data from the mine, including temperature, humidity, and energy consumption. Historical data and weather forecasts. Advanced ML algorithms (gradient boosting and random forests) to identify patterns and predict energy demand. The AI system processed 10 million data points daily, providing actionable insights to mine operators. Key outcomes: 27% reduction in energy consumption, resulting in a significant decrease in greenhouse gas emissions (11,000 tons CO2 eq. annually). 20% reduction in power generation costs, yielding an estimated annual savings of $1.2 million. Improved mine safety by enabling early detection and prevention of potential energy-related hazards. These results demonstrate the potential of AI in optimizing energy efficiency, particularly in industries with complex operations and high energy demands like mining. By applying these insights to other sectors, we can accelerate the transition to more sustainable, efficient practices. Publicado automáticamente con IA/ML.  ( 6 min )
    Top 10 GitHub Copilot Updates You Actually Need to Know About 💥
    ⚠️ MCP Safety Check (do this before you sleep) Remove high-risk tools you don’t need (merge/delete/admin). Scope tokens to least privilege and repo allow-lists. Add human-in-the-loop on deploy/merge tools (required reviewers or environment approvals). The related dramatics are further down, keep reading! 📖 🦄 Hey friends! I finally took the break I’ve been semi-planning for a while. Honestly, I almost extended it but I don’t much know what to do with myself if I’m not writing something every little bit—so here I am, up way too late (with appetizers, nonetheless). Partly delirious is, clearly, the perfect state for writing this post. You may consider yourself adequately notified (and sufficiently warned) that I make no promises of sense from this point forward! 🥱💤✍️ I am also fully …  ( 13 min )
    The Day Our Cloud Bill Hit $127K (And Nobody Knew Why)
    Hey Dev.to fam! Let me tell you a story about Marcus. Marcus is a fictional character, but his situation? That's real. I've seen this pattern across dozens of companies, and the numbers I'm about to share are 100% verified from my research. Marcus was the kind of tech lead who actually enjoyed late-night debugging sessions. Coffee in hand, three monitors glowing, the satisfying click of mechanical keys — this was his zone. Then his phone buzzed. CFO (2:47 AM): "Marcus, are you awake? We need to talk about the cloud bill. Now." The company's cloud spending had just crossed $127,000 for the month. For a startup with 23 developers and 50,000 active users, that number made no sense. Marcus pulled up their cloud dashboard. AWS. Azure. GCP. Kubernetes clusters. Serverless functions. Databases sc…  ( 15 min )
    Getting to Know Gemini CLI: Your Terminal’s New AI Ally
    Whether you’re building a frontend interface, automating tasks, or just exploring how AI can ease your workflow — Gemini CLI is worth a look. For many frontend developers, most of our day is spent in the browser, code editor, or terminal. Gemini CLI is that it brings a powerful AI assistant directly into your command line — where we already live most of the time. 💡 Google describes Gemini CLI as “an open-source AI agent that brings the power of Gemini directly into your terminal.” It’s not just another chatbot — it understands your code, helps debug and generate, and even connects to custom tools. Here are a few reasons why this tool was created: 🧠 Developers spend tons of time in terminals and IDEs. Bringing AI there means less context switching. 🧩 Generative AI should be part of workf…  ( 8 min )
    Stop Worshiping Benchmarks: Smarter JS Runtime Picks
    Yesterday I was four espresso shots deep, squinting at yet another Spreadsheet-From-Hell comparing Node, Deno, and Bun. Columns everywhere: "hello-world rps", "RAM on a Raspberry Pi", someone even measured lines of output when you mistype a flag. That was the moment I realised — we’re obsessing over the wrong stats. So let’s talk about a better way to choose a JavaScript runtime in 2025 without the cargo-cult benchmarking ritual. Think of this as a runtime buyers-guide for your brain. Instead of arguing about whose "hello world" runs in fewer nanoseconds, we’ll judge runtimes the way we judge code reviews: Does it run fast when it matters? Performance (speed, memory, cold starts, WASM chops) The Runtime Line-Up (In Plain English) Node.js – the OG, still powering 97 % of Fortune 100, recent…  ( 9 min )
    🦄 When ML Models Go Wild: Unintentional Art Created by Neural Networks
    "Every mistake is a portal to discovery." — James Joyce When machines dream, they don’t dream of electric sheep — they dream of glitches, dogs in clouds, and faces that melt like memories. Welcome to the world where neural networks break the rules — and in doing so, create art. This is not your typical “AI art” post. This is about the accidental beauty that happens when machine learning models go off-script — when failure, noise, and chaos turn into something strangely human: aesthetic expression. In 2015, a Google engineer named Alexander Mordvintsev unleashed DeepDream — a vision tool meant to help researchers understand how neural networks perceive images. It was supposed to visualize patterns inside a convolutional neural network (CNN). Instead, it birthed a new art movement. By run…  ( 9 min )
    From Postgres to Iceberg
    Modern applications generate a lot of data mostly stored in ACID compliant OLTP storage systems like Postgres, Mysql, SQLite etc. Once collected, this data needs to be queried and processed for analytics or any other purposes to get meaningful insights for business decision-making. The data to be queried could be stored in different databases and in order to access all the data you would need to run queries on multiple different databases. This is less efficient and adds extra complexity to the system. One simple solution would be to use a central OLTP database, for collating all the data and handling all your analytical queries from it. It can be another Postgres instance acting as a data warehouse. This solution works but has a few issues such as hard requirements on the shape the data(…  ( 14 min )
    Why Ruby Devs Keep Mixing Up Symbols and Frozen Strings
    Every time Ruby developers start talking about # frozen_string_literal: true, someone inevitably brings up symbols. It happens so often it’s almost a ritual. Many people assume symbols are just frozen strings wearing a different outfit; but that’s not actually true. Let’s unpack why this confusion exists and what really sets them apart. A Symbol in Ruby is an immutable identifier. symbol table, and every reference to it points to the same object: :status.object_id == :status.object_id # => true Ruby uses symbols internally for method names, constants, and hash keys. identity, not text. If you think of them as labels "fast to compare, cheap to store" you’ll use them correctly. A frozen string is still a String object, just one you can’t modify: s = "ready".freeze s FrozenE…  ( 7 min )
    How AI Browsers Are the New Hotness and What This Means for Us
    AI is everywhere these days, and it looks like our web browsers will be the new battlefield. What we are witnessing in the world of web development and browsing is, at least, an interesting time. What was once a browser and some useful extras is quickly becoming something much deeper, and I guess you could call it a fully native AI ecosystem. Browsers are no longer just about display and navigation; nope, they are being reimagined as aides, collaborators, and even productivity powerhouses. I have been playing around with some of the new AI browsers, and I have pretty much settled on one as my primary (for now). I used to browse on Brave Browser, but now I mostly use Comet by Perplexity AI. I’m also testing out ChatGPT Atlas, and others such as Zen Browser and Dia Browser. In this article, …  ( 11 min )
    The Developer's Guide to Building a Better Trading System with Scope360
    Yet when it comes to trading, many of us fall back on spreadsheets, gut feelings, and fragmented notes. I was no different—until I discovered Scope360, a trading journal app that brings engineering discipline to market analysis. The Problem: Trading Without Data is Like Debugging Without Logs Think about debugging a production issue without proper logging and monitoring. You're essentially making educated guesses about what went wrong. This was exactly my experience with trading: Disconnected Excel spreadsheets with inconsistent data Random notes scattered across different apps No systematic way to measure strategy performance Emotional decision-making without objective feedback I needed a solution that would treat trading analysis with the same rigor we apply to software development. Wh…  ( 7 min )
    Microsoft Recall vs Recall Assist: Privacy Comparison
    When Microsoft announced Windows Recall, it quickly became one of the most talked-about features in the tech world promising to help users “recall anything they’ve seen” on their computer. But with that promise came a wave of privacy concerns. While Microsoft Recall focuses on productivity through AI-powered screen capture, Recall Assist takes a completely different approach offering the same “digital memory” concept but with privacy and local first design at its core. In this article, we’ll break down the privacy differences between Microsoft Recall and Recall Assist, and help you decide which approach better fits your values. Microsoft Recall is an AI feature introduced in Windows 11 Copilot+ PCs that automatically captures screenshots every few seconds and stores them locally on your de…  ( 8 min )
    Meetily vs Otter.ai: Privacy-First Alternative for 2025
    Is Otter.ai uploading your confidential meeting data to the cloud? For enterprise teams handling sensitive information, healthcare organizations bound by HIPAA, or European companies navigating GDPR compliance, this isn't just a privacy concern—it's a business liability. According to IBM's 2024 Cost of a Data Breach Report, the global average cost of a data breach reached $4.88 million. Yet teams still need AI-powered meeting intelligence. Enter Meetily: a privacy-first alternative that delivers Otter.ai's capabilities without compromising your data security. TL;DR: ✅ Meetily: 100% local processing vs Otter.ai's cloud-only approach ✅ Complete data sovereignty: your data never leaves your device ✅ Dual transcription engines: Whisper (state-of-the-art accuracy) or Parakeet (optimized for spe…  ( 12 min )
    8-Bit Music Theory: Analyzing why people like funk || Marvel vs Capcom 2
    Analyzing why people like funk || Marvel vs Capcom 2 8-bit Music Theory’s latest video was meant to spotlight the Marvel vs Capcom 2 soundtrack but happily veers into what makes funk and jazz so irresistible. You get a chill breakdown of groove basics—Funk/Jazz vs Rock, syncopated rhythms, thundering basslines and those essential solos—complete with handy timestamps. Plus, if you want to dive deeper or just show some love, they’ve dropped links to their Patreon, merch shop, Discord and Twitter so you can join the party. Watch on YouTube  ( 6 min )
    Day 1, part II : Call by value
    Earlier we talked about what functions are, how their syntax looks like and how they work, now let us dive a level deeper into it. The functions in java are "call by value", which means that the value that we provide as argument is not directly given to the function but a copy of its value is given. Lets understand it by example of swap function: System.out.println("a = " + a + "b = " + b); in the main function instead, the code would show different behaviour, i.e. its original value would be displayed. Because what we sent in the function was a copy of actual variables and their scope lies inside the function only. So if we wrote the print statement outside the swap function the original value would be printed and not what we did to their copy  ( 6 min )
    What monads really are (and why you've been using them all along)
    If you’ve ever chained .then() calls, mapped over an array, or used async/await, congratulations, you’ve already used a monad. You just didn’t call it that. Most explanations start with abstract math: endofunctors, morphisms, category theory. Let’s skip that. A monad is a pattern for sequencing transformations safely, a way to handle “and then…” without breaking everything when something goes wrong. With tools like effect-ts gaining traction and Rust patterns bleeding into JS, understanding monads is becoming less academic and more practical. Let’s start with something you already know. const getUser = (id) => fetch(`/api/users/${id}`).then(res => res.json()); getUser("123") .then(user => fetch(`/api/orders/${user.id}`)) .then(res => res.json()) .then(console.log); Each .then() t…  ( 8 min )
    Dockerize & Deploy Spring Boot + Angular + MySQL | Full Guide
    Containerizing a full-stack application can be challenging—especially when you want to keep builds efficient, secure, and optimized for production. In this guide, we’ll walk through how to dockerize a Spring Boot backend, Angular frontend, and MySQL database using multi-stage Docker builds and Docker Compose. 🧠 Why Multi-Stage Docker Builds? Traditional Docker builds bundle everything—including build tools and dev dependencies—into the final image. This results in: ❌ Large image sizes Multi-Stage Builds solve these issues by: ✅ Separating build and runtime environments We use a two-stage Dockerfile: # Build stage FROM node:lts-slim AS build WORKDIR /src COPY package*.json ./ RUN npm ci COPY . ./ RUN npm run build -- --configuration=production --output-path=dist # Produc…  ( 7 min )
    Designing Data-Intensive Applications [Book Review]-The Big Ideas Behind Reliable, Scalable and Maintainable Systems
    Introduction Most backend developers eventually reach a point where they realize: learning another framework won’t meaningfully move them up to senior level. You can know Spring, Quarkus, Node, Nest, Django, whatever – and still not actually understand the deeper architectural forces that make large scale systems reliable. That’s where “Designing Data-Intensive Applications” (DDIA) hits like a hammer. This book doesn’t care about trends or hype. It forces you to understand the realities behind storage engines, distributed systems, data pipelines, fault tolerance, replication, consistency, and durability. And when you get this – you start thinking like a system designer, not just a code implementer. This is a review, but also a recommendation: if you want to level up from mid-level to senio…  ( 8 min )
    CI/CD Best Practices: Building Robust Deployment Pipelines
    Introduction Continuous Integration and Continuous Delivery (CI/CD) have transformed software development from a manual, error-prone process into an automated, reliable pipeline. Teams that master CI/CD practices can deploy code multiple times per day with confidence, dramatically reducing time-to-market while improving quality. However, implementing CI/CD isn't just about choosing the right tools—it's about establishing the right practices, culture, and workflows. In this guide, we'll explore battle-tested best practices that will help your team build robust, efficient CI/CD pipelines. The first principle of effective CI/CD is simple yet powerful: everything should be in version control. This includes: Application Code: Obviously, but worth stating Infrastructure Code: Terraform, Cl…  ( 10 min )
    Infrastructure as Code with Terraform: A Complete Guide
    Introduction Managing cloud infrastructure through point-and-click consoles was acceptable when we had a handful of servers. But in today's world of microservices, multi-cloud deployments, and rapid scaling, manual infrastructure management is a recipe for disaster. Enter Infrastructure as Code (IaC)—and more specifically, Terraform. Infrastructure as Code treats your infrastructure configuration like software code: versioned, tested, and automated. Terraform, created by HashiCorp, has become the industry standard for IaC, supporting virtually every cloud provider and service. In this guide, we'll explore why Terraform matters and how to leverage it effectively. Before understanding Terraform's value, let's examine the problems it solves: When infrastructure is managed manually, the actu…  ( 11 min )
    Building an IMU Simulator from the Ground Up: A Journey Through Inertial Navigation
    Introduction In my previous articles, I've built a complete GNSS positioning engine. But for robust autonomous navigation, we need more than satellites... We need an Inertial Measurement Unit (IMU) that works when GNSS signals drop. However, testing fusion algorithms with real hardware is expensive and slow. So the best solution is to build a high-fidelity IMU simulator. This article is the process of how to implement an IMU simulator from first principles, breaking down the problem into four logical levels of increasing complexity. An IMU doesn't measure what you might intuitively think. Understanding this distinction is crucial for anyone working with inertial systems. At its core, an IMU contains two fundamental sensors: Accelerometers: Measure specific force (all reaction forces exce…  ( 11 min )
    Checking .Net Framework version installed
    PS C:\Windows\system32> Get-WindowsFeature -Name NET-Framework* | Format-Table Name, DisplayName, InstallState  ( 5 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    TL;DR CinemaSins takes a no-holds-barred look at Nicolas Cage’s wild antics in Longlegs (yes, those legs are absurdly long) while giving a nod to Osgood Perkins’ upcoming horror flick, Keeper. They also drop their Linktree for the latest updates, invite you to fill out a quick poll and support them on Patreon, and share all their social hubs—Discord, Reddit, Instagram, TikTok and more—to keep the CinemaSins fun rolling. Watch on YouTube  ( 6 min )
    Why Your Healthcare Organization’s Customer Experience Feels Broken — And How CRM Could Save It
    You know that nagging feeling when your clinic’s front desk is drowning in spreadsheets, a doctor can’t access a patient’s full history, and you’re still chasing appointment no-shows like it’s 2005? Welcome to the real pain of modern healthcare operations. Every missed call, lost record, or ignored follow-up is not just an efficiency failure — it’s a trust failure. In an era where patients expect the convenience, personalization, and speed they get from their favorite apps — the boxy “Rob your data & we’ll call you later” model just doesn’t cut it. That’s where a well-implemented CRM tailored to healthcare interrupts the chaos and turns relationships into care. Customer Relationship Management (CRM) system, originally crafted for sales and marketing — now refashioned for care delivery. In …  ( 8 min )
    Day 25: Python Coin Flip Game, Simple Interactive Guessing with Random
    Welcome to Day 25 of the #80DaysOfChallenges journey! This beginner challenge dives into building a coin flip guessing game, where the program picks randomly, takes user input, and checks for a match. It's an engaging intro to interactivity, blending random module usage, input handling, and conditionals, perfect for adding user engagement to scripts. If you're exploring Python's basics or want a fun way to practice decisions, this "Python coin flip game" guide walks through creating a responsive, replayable mini-game with just a few lines. This task assembles a function that simulates a coin toss, prompts for a guess, and delivers feedback based on the outcome. It's a straightforward example of user-driven code: generate randomness, process input, compare results. We'll cover the fundament…  ( 10 min )
    AI That Shows Its Work: The Transparent Revolution of PALs
    “From black box to glass brain how Program-Aided Language Models are making AI accountable, explainable, and humanly intelligent.” TL;DR Most AI models guess; Program-Aided Language Models (PALs) reason. Instead of spitting out text, they write and execute code to solve problems showing every logical step along the way. This makes AI transparent, accurate, and explainable a shift from black-box intuition to glass-box reasoning. Using LangChain and Gemini, we can build a simple PAL that turns a natural question into Python code, runs it through an interpreter, and produces a verifiable answer. PALs are the bridge between language and logic, neural and symbolic, creativity and computation. They represent the future of AI that doesn't just answer it shows its work. We've all seen it an AI…  ( 15 min )
    Making Java Code Null-Safe With JPlus
    Null-pointer exceptions are a common error in Java, causing inconvenience for many developers. Preventing null pointer exceptions in advance is important, but for developers who want to focus solely on logic, handling them can be tedious. Moreover, it’s not always easy to account for every scenario. Typically, static analysis tools are used to detect potential null pointer issues, but developers still have to find and fix the code themselves. JPlus reduces that burden. Let’s write null-safe Java code with JPlus. https://github.com/nieuwmijnleven/JPlus Open IntelliJ Go to File > Settings > Plugin > ⚙️ > Install Plugin from Disk Select the downloaded intellij-plugin-0.1-mvp-alpha.zip Restart IntelliJ Go to File > New > Project from Version Control Enter https://github.com/nieuwmijnleven/…  ( 9 min )
    Wix vs Shopify: Which is Better for E-commerce?
    Pros Comprehensive eCommerce features Lots of apps for customization Cons Monthly fees can add up quickly Some learning curve due to complexity Payment Options: Both offer various payment gateways; however, Shopify's integrations feel more robust overall. Let me tell you, diving into eCommerce isn't just about choosing an online store builder. It’s a rollercoaster ride. When I first launched my online business, I was overwhelmed by the options. Wix or Shopify? Which one should I invest my time and money in?  ( 6 min )
    Unlocking the Brain of AI: How Neural Networks Are Changing Everything
    Picture this: You're scrolling through Netflix late at night, and suddenly, it suggests that quirky indie film you've been dying to watch. Or maybe you're at the airport, and the facial recognition scanner waves you through without a hitch. These moments feel magical, right? But behind them, there's no wizard, just layers of code mimicking the human brain. That's the world of neural networks, these incredible systems that power so much of what we call artificial intelligence today. I remember the first time I really grasped how they work. It was during a road trip with friends, and we got into this debate about self-driving cars. One buddy swore they'd never trust a machine to navigate traffic. I pulled up my phone and showed him how Tesla's Autopilot uses neural networks to "see" the road…  ( 12 min )
    7 technologies qui révolutionnent le monde de la crypto au-delà du Bitcoin
    Depuis la création du Bitcoin, la blockchain a évolué bien au-delà du simple concept de monnaie numérique. Aujourd’hui, les développeurs, investisseurs et entrepreneurs s’appuient sur des technologies plus rapides, plus écologiques et plus interactives pour construire le Web3. Grâce à des plateformes accessibles comme MoonPay, il est désormais possible d’acheter, vendre ou échanger facilement des cryptomonnaies comme Solana, Ethereum ou Polygon, et d’expérimenter les innovations de ce nouvel écosystème sans barrière technique. Voici 7 technologies clés qui transforment le monde de la crypto et du développement blockchain. 1. Le Proof-of-Stake (PoS) : une révolution énergétique Le Proof-of-Stake remplace progressivement le Proof-of-Work du Bitcoin. Des blockchains comme Solana, Cardano ou P…  ( 9 min )
    RestlessIDE Enters Public Beta
    We’re happy to announce that the (future) best web-based development environment is finally entering public beta! This is a huge step for us here at RestlessDev as it’s our first Software as a Service product, and the culmination of two plus years of work. To celebrate the occasion we’ve launched a new website to help explain our vision and what sets us apart. Please check it out! At this point, all major features of the application should be working, although there may be some specific parts that may not have been hit on as much during the private beta. With that in mind, we’re offering enhanced support for anyone joining during the public beta period.  Once you sign up we’ll reach out personally to help walk you through the signup process and make sure RestlessIDE meets your needs. It’s …  ( 8 min )
    Playwright com TypeScript: Construindo um Framework de Automação (Parte 1)
    The idea behind this series is to create a test automation template following industry best practices. I want to share the evolution of an automation project, exploring the full potential that Playwright and TypeScript offer. In the world of test automation, the search for efficient tools and well-structured frameworks is constant. It is with this spirit that we begin this series of articles, where we will build together, step by step, a robust automation project harnessing the power of Playwright with TypeScript. Our test playground will be the OrangeHRM website, a comprehensive human resources management platform that will provide us with a variety of scenarios to explore. To ensure our code is organized, reusable, and scalable, we will adopt the Component Page Object Model (CPOM) desig…  ( 9 min )
    Cron Jobs: Why They Matter for Developers
    When we build websites or applications, not every task needs to run instantly or be triggered by a user. Some tasks must happen automatically in the background—daily, hourly, or at a specific time. This is where Cron Jobs come into play. A Cron Job is a scheduled task that runs on a server at defined intervals. It helps automate repetitive or time-based actions without manual intervention. Cron is available on Unix/Linux systems and is widely used in web development, especially in PHP, Laravel, WordPress, and other backend environments. Cron Jobs play a major role in application automation, maintenance, and performance optimization. Here’s why they are essential: Imagine manually triggering daily reports or clearing temporary files every hour. With a Cron Job, you can schedule it once and …  ( 7 min )
    Build a fullstack Notes app with Cursor, Appwrite, and TanStack Start
    Build a fullstack Notes app with Cursor, Appwrite, and TanStack Start Developers are entering a new era where AI can understand context and build with you. AI-powered editors like Cursor blur the line between development and automation, while Appwrite provides the unified backend that turns those AI-generated ideas into production-ready applications. Together, they represent the next leap forward, where AI helps you go from idea → API → local app in minutes. I chose to use Cursor as it's my favorite coding agent. We all have our favorite, and I'll definitely keep building with Cursor as it's just more user friendly. In this tutorial, you’ll: Connect Cursor to Appwrite using MCP Build a TanStack Start app with authentication and CRUD Run it locally MCP (Model Context Protocol) lets AI t…  ( 11 min )
    Migrating a Static HTML/CSS/JS Project to React Using Vite - A Step-by-Step Guide
    This article presents a concise, academic, and practical step-by-step procedure to convert an existing static website (HTML, CSS, JavaScript) into a React application scaffolded with Vite. The goal is to provide a reproducible pathway that emphasizes conceptual clarity and pragmatic code transformations. Each step includes precise actions and example code snippets intended to be executed directly in a typical development environment. Node.js and npm (or Yarn) installed. Basic familiarity with HTML, CSS, and vanilla JavaScript. A working copy of the original static site (HTML files, CSS, JS, and assets). Create a new Vite React project in a fresh directory. # Using npm npm create vite@latest my-react-site -- --template react # Or using Yarn yarn create vite my-react-site --template re…  ( 11 min )
    Building a P2P Rental Marketplace - Full-Stack Architecture with Flutter & Express.js
    Building a P2P Rental Marketplace: Full-Stack Architecture with Flutter & Express.js The Challenge: Building Trust Between Strangers Peer-to-peer rental marketplaces face a unique problem: How do you convince someone to lend their $2,000 camera to a complete stranger? Traditional approaches rely on insurance and customer service teams, but that doesn't scale for a startup. For RentFox, a P2P rental platform connecting people who need items with those willing to lend them, we needed to architect trust into the product itself. This meant solving: ❌ Damage disputes ("You broke my drone!" vs "It was already broken!") ❌ Payment fraud (renters disappearing with items) ❌ Low accountability (anonymous users ghosting) ❌ Verification overhead (manual ID checks don't scale) Our solution?…  ( 13 min )
    UPS plane crashes near Louisville airport
    I've got to admit, when I first heard about the UPS plane crash near Louisville Airport, my heart sank. Not just because it was tragic, but also because it hit so close to home—figuratively and literally. As a developer who spends a good chunk of time thinking about logistics and automation (thanks to some side projects with machine learning), I can't help but feel a connection to the systems that keep our world running smoothly. When I think about the implications of such events, I start to question the robustness of our current systems. Ever wondered why we rely so heavily on air freight? It’s not just about speed; it’s about precision and reliability. But what happens when that reliability is compromised? Let’s unpack this a bit. First off, let’s talk about the facts. A UPS cargo plane…  ( 9 min )
    Why You’re Burned Out and What to Stop Doing
    How changing your definition of work helps you lead with more impact and less burnout. Most people don’t burn out because they take on too much. They burn out because they hold onto the wrong kind of work.. I see this pattern every day in technical founders, consultants, and new managers. They try to scale their effort instead of scaling their leverage. That’s what keeps them stuck. Becoming a leader begins when you stop doing everything yourself. The goal is to create more value from the work you choose to keep. Here’s where to start. Stop Measuring Your Value by Tasks Completed When I first led a team, I judged myself by how many boxes I checked off a list. If I cleared the backlog, I felt productive. But all too often those days ended with no real progress. I was still working like an i…  ( 8 min )
    OpenAI launched Atlas and I killed it with a Chrome extension
    OpenAI recently launched ChatGPT Atlas, a fork of Chromium with Agentic capabilities. The UI is clean, rebuilt with SwiftUI, AppKit and Metal, but take that away and it’s the same capabilities, you can already access on ChatGPT’s website. Is it really that hard to get agentic capabilities in your browser? Do you really need another browser for it? Turns out, no, a Chrome extension can do more than solve your problem. I spent my weekend building one, and here’s how you can make it too. Here’s the demo: Here’s the code for the project: https://github.com/ComposioHQ/open-chatgpt-atlas Before diving into the build, let me explain why a Chrome extension is the right approach. The first question I had to answer was: Can a Chrome extension do what an AI browser can do? The answer is yes, and …  ( 17 min )
    Building Databases That Drive Long-Term Business Growth
    Behind every successful business decision lies one essential element — data. But success does not depend on how much data you collect; it depends on how you design, store, and use it. A database is not just a technical component — it is the heartbeat of your digital ecosystem. When designed with clarity and purpose, it does far more than hold information. It enables smarter decisions, drives innovation, and gives your business the agility to move forward with confidence. Every great database begins long before you create the first table or write a single line of SQL. It starts with understanding the business — how it operates, what challenges it faces, and what goals it aims to achieve. A thoughtfully designed database reflects this understanding. It mirrors how the organization works and …  ( 8 min )
    NPR Music: Emily King: Tiny Desk Concert
    Emily King’s Tiny Desk performance feels like a warm embrace: her smooth, soulful voice shines on gut-wrenching breakup tunes like “Georgia” and “Down,” while her killer band members chime in with dreamy harmonies and surprise solos. Between songs she’s genuinely excited, bantering about years of collaborations with Jeremy Most and sharing how her music is a self-lift whenever she’s feeling low. She rolls through a tight five-song set, from the reflective “Distance” to the new-year pep-rally jam “This Year” and the celebratory “Special Occasion,” reminding us that life’s best moments are sweeter when you share them. It’s the kind of intimate, joyful session that makes you feel part of the celebration—and hungry for more. Watch on YouTube  ( 6 min )
    Wednesday Links - Edition 2025-11-05
    What if Java had Symmetric Converter Methods on Collection? (5 min)👝 https://donraab.medium.com/what-if-java-had-symmetric-converter-methods-on-collection-cbb824885c3f Filtering Exceptions via try (7 min)🌪️ https://www.javaspecialists.eu/archive/Issue329-Filtering-Exceptions-via-try.html Fluent Visitors: revisiting a classic design pattern (5 min)👋 https://neilmadden.blog/2025/11/04/fluent-visitors-revisiting-a-classic-design-pattern/ Choosing a dependency (7 min)🔗 https://blog.frankel.ch/choosing-dependency/ Create Self-Improving AI Agents Using Spring AI Recursive Advisors (5 min)📈 https://spring.io/blog/2025/11/04/spring-ai-recursive-advisors "You Don't Need Kafka, Just Use Postgres" Considered Harmful (12 min)🚫 https://www.morling.dev/blog/you-dont-need-kafka-just-use-postgres-considered-harmful/ Fray: General-Purpose Concurrency Testing (1 min)🧵 https://github.com/cmu-pasta/fray Finding Order in the Mayhem: A Novel Concurrency Testing Tool that Improved the Kotlin Compiler (8 min)🔀 https://blog.jetbrains.com/research/2025/10/litmuskt-concurrency-testing/ Stop Bugs Before They Happen: Compile-Time Guardrails with Kotlin Context Parameters (7 min)💂‍♂️ https://blog.kotlin-academy.com/stop-bugs-before-they-happen-compile-time-guardrails-with-kotlin-context-parameters-6696fb54c1e8 Everything you know about last week's AWS outage is wrong (4 min)⚠️ https://www.theregister.com/2025/10/27/aws_outage_myths_reality/ Why didn't ngrok go down in last week's AWS outage? (3 min)🔌 https://ngrok.com/blog/dont-use-us-east-1 IT Trends to Watch in 2026 (8 min)👀 https://softwaremill.com/it-trends-to-watch-in-2026/ What is USSD (and who cares)? (5 min)📶 https://www.allthingsdistributed.com/2025/10/what-is-ussd-and-who-cares.html  ( 17 min )
    Try it out, and give it a star ⭐ if you liked it.
    I've recently started using vim as my editor, (now vim key bindings on vscode.) For newcomers, learning vim motions might take some time, so I've created a snake game for mastering vim motions. Here's the link : https://vim-snake-navy.vercel.app Muhammed Sabith ・ Nov 5  ( 6 min )
    I've recently started using vim as my editor, (now vim key bindings on vscode.) For newcomers, learning vim motions might take some time, so I've created a snake game for mastering vim motions. Here's the link : https://vim-snake-navy.vercel.app
    vim-snake-navy.vercel.app  ( 6 min )
    Jeff Su: 4 Next-Level ChatGPT Techniques
    TL;DR Discover four game-changing ChatGPT tricks to turbocharge your workflow: Prompt Reversal helps you reverse-engineer top-performing prompts. 5-Minute Amplifier spins one piece of content into multiple formats in no time. Red Team Technique uses AI to critique and toughen its own output. Blueprint Scaffolding forces ChatGPT to lay out its reasoning before executing. Each method comes with real examples you can apply immediately—cut your prompt-refinement grind in half, regardless of your industry! Watch on YouTube  ( 6 min )
    Why Paying to Learn to Code Makes You 7x More Likely to Finish
    Only 6% of people finish free coding courses. I know because I've watched thousands try and quit on Algocademy's free lessons. But something weird happens when people pay: suddenly 43.7% finish. That's not just better. That's a completely different person. People who pay to learn coding are seven times more likely to actually finish than those who use free resources. I know what you're thinking. "Of course people who pay finish more often. They have skin in the game." And you're right, but the numbers tell a more interesting story than simple financial commitment. At Algocademy, we give everyone access to 17 consecutive free lessons. These aren't throwaway intro slides. They're real, interactive coding lessons where you write actual code. But only 6% of people who start these free lessons …  ( 10 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    TL;DR Cinema Sins just dropped “Everything Wrong With Longlegs In 24 Minutes Or Less,” poking fun at Nicolas Cage’s delightfully over-the-top turn in Longlegs (yes, those legs are ridiculously long). With Osgood Perkins’ new film Keeper on the horizon, they figured it was the perfect time for a cinematic roast. Want more sins? Hit up their website or linktr.ee for all the channels, smash that poll to tell them what you think, and consider supporting their tiny but mighty team on Patreon. You can also join the conversation on Discord, Reddit, Instagram, TikTok—and don’t forget their other YouTube spinoffs like TVSins and CommercialSins! Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is the latest CinemaSins deep-dive, playfully “sinning” what they call one of the year’s best genre films. Expect their trademark snark, callbacks to previous sins, and a Halloween-ready vibe as they highlight (and poke fun at) every little cinematic quirk. Along the way they plug their main site, YouTube channels (TVSins, CommercialSins, CinemaSins Podcast Network), social feeds, Patreon, a short poll to get your feedback, and community hubs on Discord and Reddit—basically everywhere you could want more movie-critiquing antics. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 trades Schwarzenegger and the jungle for Danny Glover as a tough-as-nails cop in a sweltering, crime-plagued Los Angeles. Released in 1990, this sequel ditches some familiar beats but cranks up the action with a deadlier Predator and a surprise turn from Gary Busey. If you’re cool with a fresh setting and a different vibe, Predator 2 is a fun, pulpy ride that proves the franchise can survive—and even thrive—outside the jungle. Watch on YouTube  ( 6 min )
    Cómo dejé de re-renderizar el universo: Una historia de suscripciones atómicas en React
    Cómo construí la animación del logo de Quo.js con un Engine fuera de React, suscripciones atómicas dentro de React, y casi cero código repetitivo. TL;DR: Convertí un PNG estático del logo de Quo.js en cientos de círculos SVG animados que se ensamblan, se dispersan alrededor del mouse, y regresan suavemente a casa — todo en React 19 + TypeScript usando @quojs/core@0.2.0 y @quojs/react@0.2.0. El truco es ejecutar un pequeño Engine completamente fuera de React, transmitir actualizaciones de estado en lotes a un store de Quo.js, y luego renderizar con suscripciones atómicas en React para que la UI solo se re-renderice cuando las coordenadas de un círculo específico realmente cambien. Tech: React 19, TypeScript, Vite, SVG State: @quojs/core y @quojs/react Lo que NO se usa: three.js, WebGL, WebG…  ( 12 min )
    How I stopped re-rendering the universe: A tale of atomic subscriptions in React
    How I built the Quo.js logo animation with an Engine outside React, atomic subscriptions inside React, and almost zero boilerplate. TL;DR: I turned a static PNG of Quo.js logo into hundreds of animated SVG circles that assemble, disperse around the mouse, and glide home — all in React 19 + TypeScript using @quojs/core@0.2.0 and @quojs/react@0.2.0. The trick is running a small Engine completely outside React, streaming batched state updates into a Quo.js store, and then rendering with atomic subscriptions in React so the UI only re-renders when a specific circle’s coordinates actually change. Tech: React 19, TypeScript, Vite, SVG State: @quojs/core@0.2.0 and [@quojs/react@0.2.0](https://github.com/quojs/quojs/blob/main/packages/react/README.md_**What’s not used**: three.js, WebGL, WebGP…  ( 11 min )
    How Hidden Code Decides Who's in Charge: The Silent Governance of AI Through Function-Calling Schemas
    Defaults, validators, and signatures look like harmless code—but they quietly decide who holds power inside every AI system. When people discuss AI governance, they imagine committees, ethical frameworks, or international regulations designed to keep technology under control. They picture debates about transparency, accountability, and the moral boundaries of automation. Yet few realize that actual authority often lives in a far quieter place: a small file written in JSON, hidden deep inside an API call. That file, the function-calling schema, determines what the model can and cannot do. It specifies which parameters must be included, which values are valid, and what happens when the operator leaves something blank. The study Function-Calling Schemas as De Facto Governance: Measuring Agency Reallocation through a Compiled Rule introduces the Agency Reallocation Index (ARI), a quantitative method that measures how schemas redistribute control among the operator (human intent), the model (synthetic reasoning), and the tool (external system). In healthcare, a validator that enforces "age ≥ 18" silently excludes minors from automatic triage. Every validator is a clause, every default is a precedent. The schema is not after the decision; it is the decision. Full paper (Zenodo): https://zenodo.org/records/17533080 Executable Power: Syntax as Infrastructure in Predictive Societies -  https://doi.org/10.5281/zenodo.15754714 AI and Syntactic Sovereignty -  https://doi.org/10.2139/ssrn.5276879 The Grammar of Objectivity -  *https://doi.org/10.2139/ssrn.5319520 Author website: https://www.agustinvstartari.com  SSRN Author Page: https://papers.ssrn.com/sol3/cf_dev/AbsByAuth.cfm?per_id=7639915  Series: AI & Power Discourse Quarterly (ISSN 3080–9789) I do not use artificial intelligence to write what I do not know.  I use it to challenge what I know.  I write to reclaim the voice in an age of automated neutrality.  My work is not outsourced. It is authored.- Agustin V. Startari  ( 9 min )
    Top 6 Developer Trends Powering the Future of Web3 Innovation
    The Web3 development space is evolving rapidly. From improved scalability to advanced cryptography, developers are building a decentralized internet that’s faster, safer, and more inclusive. As infrastructure improves, platforms like MoonPay are making it easier for new users and developers alike to access blockchain ecosystems, especially those like Solana that emphasize performance and low fees. This synergy between accessibility and innovation is accelerating adoption across projects. Here are six major trends defining the future of Web3 development: 1. Layer-2 Scaling Solutions: 2. Interoperability Protocols: 3. Zero-Knowledge Proofs (ZKPs): 4. Decentralized Storage and Compute: 5. Smart Contract Security Automation: 6. Cross-Chain Development Tooling: The Web3 developer ecosystem is no longer experimental it’s becoming foundational. Those who master these tools early will shape the digital infrastructure of the future internet.  ( 6 min )
    jQuery Will Outlive Half of Today’s JavaScript Frameworks - Here's Why
    Everyone loves declaring jQuery dead. ~78% of the top 1M sites (W3Techs) and hundreds of millions of websites total. So maybe the real question isn’t “why is jQuery still alive?” Why do we expect old code to disappear just because we found a cooler way to write new code? After a five-year break, I’m returning to the conference stage. On November 19th, I’ll be speaking at JS Poland about practical strategies for migrating legacy frontend systems to modern architectures. To lead up to the talk, I’m publishing a short series of articles on legacy code, refactoring, and incremental migrations — this is the first one in the series. If you’ll be there, feel free to say hi — I’m always up for a good legacy-code war story 🛠️. installed. jQuery isn’t winning the frontend race. COBOL in finance …  ( 9 min )
    KAPLAN — Stealthy Bulk Fetching Over Tor for Red Team Ops
    A multithreaded, identity-rotating, resilient file fetcher built for covert red team reconnaissance and data exfiltration over Tor. 🔥 Written with OPSEC in mind • By toxy4ny • For Hackers Who Like To Stay Unseen When you're operating in hostile environments—whether during internal pentests, adversary simulations, or covert intel gathering—you can't afford to leave traces. Every HTTP request is a potential fingerprint. Every static IP is a liability. Enter KAPLAN (tdd): a Python utility engineered for red teams who need to download sensitive documents, dumps, configs, or artifacts—anonymously, resiliently, and without revealing their true origin. Unlike generic downloaders, tdd: Routes all traffic over Tor using SOCKS5. Rotates Tor circuits before every download to avoid linkability. Hand…  ( 8 min )
    Meeting “mellea” !!!
    Just put my hands on “mellea”, open-source from IBM for generative programming. Open source AI models are losing to ChatGPT because they lack the polished infrastructure that makes closed platforms easy to use. IBM’s new library, Mellea, aims to fix that. mellea is a library for writing generative programs 👍. Excerpt of mellea’s documentation; This project takes us back to the future of computing by formally introducing the concept of generative programs — software systems that strategically integrate calls to Large Language Models (LLMs) — and the demanding engineering required to make them reliable. The fundamental challenge we address is how to safely and predictably harness the powerful but inherently stochastic operations of LLMs within traditionally deterministic codebases. This do…  ( 13 min )
    [Boost]
    My 2025 Developer Tech Stack: From Code to Docs Emmanuel Mumba ・ Nov 5 #webdev #ai #programming #javascript  ( 5 min )
    [Boost]
    My 2025 Developer Tech Stack: From Code to Docs Emmanuel Mumba ・ Nov 5 #webdev #ai #programming #javascript  ( 5 min )
    [Boost]
    My 2025 Developer Tech Stack: From Code to Docs Emmanuel Mumba ・ Nov 5 #webdev #ai #programming #javascript  ( 5 min )
    Stop Tagging Docker Images Manually | Automate Docker Tagging full guide
    This Article provides a streamlined approach to automate Docker image tagging using versioning strategies. It supports two main versioning approaches: Semantic Versioning Timestamp-based Versioning Usage in Docker After configuring Semantic/DateTimeStamp versioning, you can use it in docker like the following docker build -t "imagename:$(pyv)" . #build docker image with semantic versioning docker push "username/imagename:$(pyv)" #push docker image created with semantic versioning docker build -t "imagename:$(dtsv)" . #build docker image with TimeStamp based versioning Docker Image Reference Structure 🔹 REGISTRY_HOST:PORT (Optional): Specifies the hostname (and optional port) of the Docker registry. myapp:1.0.0 (semantic version) myapp:2025_10_14_1200 (timestamp-ba…  ( 8 min )
    BoolSkel: Unlocking Boolean Network Efficiency Through Structural Pruning by Arvind Sundararajan
    BoolSkel: Unlocking Boolean Network Efficiency Through Structural Pruning Ever felt lost in the weeds of a massive logical circuit or complex regulatory network? Imagine trying to decipher a wiring diagram where redundant connections obscure the core functionality. Many systems, from digital circuits to gene regulatory networks, can be represented as Boolean networks, but their complexity often hinders analysis and optimization. The concept is simple: focus on the critical dependencies within a Boolean network by systematically reducing redundant or homogeneous patterns. We developed a “skeletonization” approach, BoolSkel, that identifies and removes unnecessary elements, revealing the underlying functional structure. Think of it like pruning a tree – removing dead branches to encourage …  ( 7 min )
    Why Most Developers Never Finish Their SaaS (And How to Fix It)
    The Graveyard of Great Ideas Every developer has one — a folder filled with unfinished SaaS projects. Some barely made it past npm init. Others reached “almost ready” before hitting a wall. I used to joke that my GitHub was a cemetery of great intentions. But over time, I realized it wasn’t a joke. It was a pattern. Why do so many developers, even skilled ones, never finish their SaaS? It’s not lack of skill. It’s not even lack of time. It’s a slow leak of momentum — one setup file, one API integration, one bug at a time. When you start a SaaS project, the excitement is electric. You’re designing features, imagining your first user, maybe even sketching a pricing page. Then reality hits. You spend two days wiring authentication. Three more configuring payments. Another week build…  ( 8 min )
    🚀 Introducing @utho-community/object-storage — A Simple, Secure Object Storage Utility for Node.js
    Hey everyone 👋 Anwaarul Haque, a Technical Lead and the creator of the Utho Community Plugins — a growing collection of open-source tools designed to make cloud development faster, safer, and developer-friendly. Today, I’m excited to introduce one of our latest releases: @utho-community/object-storage A lightweight Node.js package that simplifies working with object storage services like AWS S3, DigitalOcean Spaces, and others — all through a unified API. 🌩️ Why I Built It Every time I built a SaaS or infrastructure-based project, I found myself re-writing the same boilerplate for uploading, downloading, and deleting files from cloud storage. So I built @utho-community/object-storage to solve this problem once and for all. ⚙️ Installation You can install it directly from npm: npm install…  ( 7 min )
    How to Add Images to PDF files in Java (Tutorial)
    If you are looking to add images to pdf in java you have a couple of options: Insert an image as an annotations Insert an image into the page content stream This article explores the pros and cons of each method and how to perform them in Java. Using annotations to insert images allows for interactivity, which lets users click, move, or delete them. This may or may not be desirable based on your use case. Annotations also provide separation of concerns, which is ideal for markup, comments, or highlights. One of the main caveats with annotations is that they may be ignored by some printers or PDF viewers, resulting in different rendering experiences on different systems. Inserting an image directly into the page content stream allows for greater control and reliability over the output. All…  ( 7 min )
    How Students Are Turning Idle Devices Into AI Rewards With the NLOV
    Many students are discovering that their laptops and smartphones can do more than stream or study—they can contribute to real AI workloads and receive rewards for it. Picture this: you’re a student with a decent laptop or phone—something you already use for coursework, projects, or gaming. Now imagine that same device helping run AI workloads for global projects, and in return, you receive NLOV token rewards—a digital acknowledgment for contributing useful compute power. That’s what’s happening through Neurolov’s decentralized compute network, called NeuroSwarm. It’s not about quick profit—it’s about smart participation in an emerging technology field, using resources you already own. 2.1 AI is booming—but compute is the bottleneck AI workloads—from image generation to large-language model…  ( 8 min )
    AI-Driven Healthcare Apps: Benefits & Use Cases
    The healthcare industry is undergoing a massive digital transformation, and artificial intelligence (AI) sits at the very core of it. From remote patient monitoring to predictive diagnostics and smart hospital management, AI-powered healthcare applications are reshaping how medical services are delivered, accessed, and managed. AI brings a new era of healthcare innovation. It doesn’t replace doctors—it augments their ability to deliver faster, more accurate, and more personalized medical care. AI systems analyze patient data, identify potential health risks, automate administrative tasks, and support clinical decisions with data-driven insights. • Rising demand for remote and digital healthcare services Improved Diagnostic Accuracy Personalized Treatment Plans Real-Time Patient Monitor…  ( 9 min )
    AI and Neuro-Marketing Insights: Understanding the Brain Behind Consumer Decisions
    For decades, marketers have sought to understand what truly drives consumer choice — why people prefer one product over another, why certain ads make us feel something, or why a brand becomes part of our identity. Traditional marketing relied on surveys and focus groups, but those methods often only scratched the surface. Today, Artificial Intelligence (AI) and neuro-marketing are unlocking the hidden layers of consumer behavior — revealing not what people say, but what they feel. By analyzing brain activity, biometric signals, and emotional responses, AI-driven neuro-marketing provides data-backed insight into how humans perceive, decide, and connect. It’s the next frontier of marketing psychology — and it’s changing how brands create messages that truly resonate. Neuro-marketing combines…  ( 8 min )
    What is IndexNow, and How Do I Set It Up on a Website?
    Introduction As a technical blogger who hosts their own blog, one of the most frustrating things is that Google and Bing's crawlers take their own time to crawl and index the latest articles. They mention that they will crawl daily, but often they don't, and new articles don't get indexed instantly. Initially, when I published content on my websites, surajon.dev and easywrite.dev, the articles were visible on the site, but there was a delay before they were indexed by search engines. This can be detrimental, as you might miss out on trending topics, or the page might not get indexed at all. That's where IndexNow comes in. It's a simple protocol that has fundamentally changed my publishing workflow. Instead of waiting for search engines to come to me, I now tell them the instant a new a…  ( 8 min )
    Web Developer Travis McCracken on API Gateway Design with Rust and Go
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    Automate Your Tech Blog: 10 Free AI Tools to Save You Hours
    As developers, we love to build and automate. So why are so many of us still manually handling the tedious tasks of running a tech blog? We spend hours proofreading, wrestling with keyword research, and manually formatting posts. That’s time that could be spent coding, experimenting with new tech, or working on our actual projects. I decided to apply a developer's mindset to my content workflow: If a task is repetitive, automate it. The result? I reclaimed over 10 hours a week. Here's a breakdown of the types of free AI tools I used to build a content engine. Think of these tools as a linter for your writing. They catch grammatical errors, suggest clearer phrasing, and ensure your tone is consistent. You wouldn't push code without running a linter; don't publish a post without a final check. Top Tool: Grammarly’s free tier is perfect for this. It integrates everywhere and provides real-time feedback. SEO isn't magic; it's a set of technical requirements. Instead of manually checking meta tags, keyword density, and schema markup, you can use a tool to do it for you. Top Tool: If you're on WordPress, a plugin like AIOSEO handles this beautifully. It gives you a simple checklist to follow and automates the creation of XML sitemaps. Writer's block is a real issue, even for technical topics. AI content generators can function as a powerful API for ideas. You provide a keyword (e.g., "React server components"), and it returns a structured outline, common questions, and related topics. This is perfect for creating a content brief. A conceptual workflow might look like this:  ( 7 min )
    Building Domain-Driven Design (DDD) Applications with PHP
    If you've ever worked on an expanding PHP project, you've undoubtedly experienced the agony of features becoming tangled, logic dispersing among levels, and a once-clean codebase gradually becoming spaghetti. DDD is fundamentally about matching your software to the real-world domain it supports, or the business issue you're trying to solve. Let's first examine the essential elements that make DDD function before getting into the code: Entities are things (such as a user, order, or invoice) that have a distinct identity. Immutable objects that specify properties (such as EmailAddress, Money, or Address) are called value objects. Aggregates are collections of Value Objects and Entities that are handled as a single unit (Order with its OrderItems). Repositories: OrderRepository-style interfac…  ( 9 min )
    🧠 How We Built an AI Code Reviewer That Understands Intent — Not Just Syntax
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    Jeff Su: 4 Next-Level ChatGPT Techniques
    TL;DR Jeff Su’s video unveils four game-changing ChatGPT hacks that’ve cut his AI workflow in half: Prompt Reversal – reverse-engineer your best prompts. 5-Minute Amplifier – turn one idea into blogs, tweets, emails, you name it. Red Team Technique – get ChatGPT to critique its own output. Blueprint Scaffolding – force it to outline its reasoning before generating the final answer. Each method comes with real-world examples you can try today—no fluff, just instant productivity boosts. Watch on YouTube  ( 6 min )
    Provide Private Storage for Internal Company Documents
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    🏗️ Full Stack Open — Modern Web Development, No Cost
    Learn full stack web development with a hands-on, free course covering modern tools and best practices: React, Node.js, GraphQL, testing, CI/CD, and more. Project-driven — build real apps from day one Covers frontend + backend + deployment Updated curriculum reflecting current industry trends 🔗 fullstackopen.com  ( 6 min )
    RESTful API vs GraphQL: Which One Should You Choose in 2025?
    Ever ordered food online and wondered how your favorite app knows exactly what you want and delivers it (almost) magically? That’s APIs at work — the invisible messengers between your app and the server. Now, two of the most popular API styles are RESTful API and GraphQL — but which one is better? Let’s dive in (without frying your brain). REST (Representational State Transfer) is like ordering pizza over the phone. You call the restaurant (server), tell them what you want (data), and they deliver it in a nice box (JSON response). Simple and familiar! How it works: You use HTTP methods like GET, POST, PUT, and DELETE. Each resource (like users or products) has its own unique URL. The server decides what data to send back. Example: GET /api/users/1 → returns data for user with ID 1. G…  ( 8 min )
    How Artificial Intelligence is Reshaping Food Production and Delivery
    In a more practical sense, AI has come to be seen as an ingredient in the food industry; in fact, it is an unseen chef in the kitchen preparing the necessary ingredients to ensure smooth operations, analyzing conditions, prophecies of disease spread for an entire crop, and managing the traffic route for delivery in one of the busiest cities in the world. The increasing demand for food is putting a strain on the supply chains, farmers, and delivery platforms worldwide. AI in food industry is changing this scene-at least from farm to fork-instead of just ensuring freshness, cutting waste, and making that very journey as smart as possible. Because the smarter food production foundation begins on the farm, artificial intelligence is causing the shift from traditional practices to data-informed…  ( 11 min )
    Setting Up Storage for IT Department Testing and Training in Azure
    🧠 Introduction In cloud engineering, storage is one of the most essential building blocks. Whether it’s hosting application data, training environments, or prototypes, every department needs flexible and secure storage options that can adapt to their needs. In this exercise, I worked on a hands-on project for an IT department that needed a simple and changeable storage setup for testing and training purposes. The data wasn’t business-critical — meaning backups and recovery weren’t a major concern — but the goal was to prototype different storage scenarios and train new personnel efficiently. To achieve this, I designed a lightweight cloud storage configuration using Microsoft Azure Storage, focusing on three key steps: Establishing a consistent naming convention, Creating a storage acco…  ( 7 min )
    Adding a Custom Context Menu to CanvasJS Charts on Right-Click
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    Software Engineering vs Data Science: A Real Talk for Students
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    How Self-Attention Actually Works (Simple Explanation)
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    Gemini CLI Best Practices
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    Gemini CLI Best Practices: 10 Pro Tips You're Not Using
    I’ve been using the Gemini CLI a lot lately for my coding projects. I really like how it helps me work faster right inside my terminal. But when I first started, I didn’t always get the best results. Over time, I’ve learned some simple tricks that make a huge difference. If you use the Gemini CLI, I want to share my top 10 pro tips. If you are ready, then let’s get started. This is a super important step I always do! Before I run the gemini command, I make sure I am already inside my project folder. This helps Gemini get the right view of my code and load the right GEMINI.md file. It saves me time and helps keep other files, which are not part of the project, private. Gemini itself tells you to be specific for the best results, and I agree. Poor prompts often fail because they lack context…  ( 14 min )
    Ditch the Database Drama: Why Serverless Databases Are a Game Changer
    Ditch the Database Drama: Why Serverless Databases Are a Game Changer Ever felt like managing a database is like babysitting a grumpy toddler? You have to constantly check on it, feed it resources, and make sure it doesn't throw a tantrum (aka, crash). What if I told you there's a way to significantly reduce that database drama? Enter: Serverless Databases. Let's face it: managing traditional databases can be a real pain. You're responsible for: Provisioning: Guessing how much storage and computing power you'll need before you need it. Guess wrong, and you're either paying for unused resources or dealing with performance bottlenecks. Scaling: Manually adjusting resources as your application's needs change. A sudden surge in traffic can quickly overwhelm your database, leading to …  ( 8 min )
    Look Outside just got a big update bringing a bunch of new creepy experiences
    Look Outside just got a big update bringing a bunch of new creepy experiences Title: Look Outside Gets a Big Update with New Creepy Experiences Description: Look Outside, the survival horror RPG that shook me to the core, just got a big update that provides plenty of reasons to dip back into the game if you were looking for any. Update 1.5 brings new crafting recipes, new interactions with people in the apartment building — some familiar, some not — and big changes to the flooded basement area, along with a slew of other tweaks and bug fixes. If you haven't played Look Outside yet, it's a survival horror game with turn-based combat that was released on Steam in March. The game sees the player character Sam trapped in an apartment building for two weeks to ride out some strange, apocalyptic event happening outside. The weirdness, of course, makes its way inside too, and you'll find yourself up against all sorts of body horror monstrosities and trying to figure out who you can trust. What makes Look Outside so special is the art, music, and story that come together to create an all-around masterpiece. I haven't been able to stop yapping about it since I played it for the first time back in April. It's one of those games that's just made to be played over and over. If you haven't picked it up yet, there's no time like the present. With the latest update, Look Outside is even more engaging and immersive than ever before. So why not give it a try and see for yourself? 📌 Based on insights from [source] This article was enhanced for better detail.  ( 7 min )
    Top 7 API Testing Tools That Transform Team Collaboration
    API testing has evolved from a solo developer activity into a critical team collaboration challenge. Modern development teams need tools that don't just test endpoints—they need platforms that unite designers, developers, QA engineers, and product managers around a shared API workflow. The difference between successful API projects and chaotic ones often comes down to one factor: how well your team collaborates around API development. The right tool transforms scattered workflows into streamlined processes where everyone works from the same source of truth. Before diving into specific tools, let's establish what makes an API testing platform truly team-ready: Real-time collaboration with shared workspaces and live editing Unified documentation that stays synchronized with tests and specifi…  ( 9 min )
    Build Your Own AI Sales Prospecting Tool in 3 Simple Steps
    Transform Your Sales Research with AI Automation Your pipeline lives or dies by the quality of your prospecting. Manual research cripples momentum - it's slow, error-prone, and, let's face it, soul-sucking. But what if you could spin up a workflow that mines the web for company data, LinkedIn profiles, pricing info, and more with a single click? That's not science fiction. It's what the right AI sales prospecting tool delivers. Here's the story: You're about to assemble a toolkit that turns chaos into clarity. You'll use n8n as your automation backbone - think of it as a robot butler for workflows. SERPAPI becomes your digital detective, scouring Google for prospects while you focus elsewhere. Google Sheets acts as your organized memory - no more lost leads or forgotten notes. And OpenAI p…  ( 13 min )
    Master Python Web Scraping with 5 Real-World Projects
    I’ve compiled a hands-on Python Web Scraping & Data Extraction repository that walks you from beginner to advanced projects. Learn to extract data from websites, interact with APIs, clean and store it, and even visualize it with charts. Check out the full repo here: https://github.com/b5119/python-web-scraping-projects  ( 6 min )
    Top 5 Attendance Management Tools for Dev Teams in 2026
    Tracking attendance may sound HR-ish, but in dev teams, especially distributed, hybrid, or remote, it’s a key productivity lever. When you know who’s working when, across what tasks or projects, you can align capacity, reduce blockages, detect time drift, and keep sprints on schedule. Below are five strong tools that dev teams may consider in 2026. What it does TMetric is primarily a time tracking and attendance management software that supports project time, attendance, timesheets, and integrates with many developer tools. For instance, it supports attendance tracking, time off management (PTO), team dashboards, detailed reports, and integrations with dev tooling such as Jira, GitHub, Trello, etc. Why dev teams will like it Built with developers in mind: Task-based with integrations into…  ( 9 min )
    Chrome’s new “Split Tabs” -Finally, True multitasking in your browser 💻
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    Jeff Su: 4 Next-Level ChatGPT Techniques (Save 15+ Hours Weekly)
    Learn four advanced ChatGPT methods to streamline your AI work: Prompt Reversal for reverse-engineering your best prompts, the 5-Minute Amplifier to spin one idea into blogs, tweets or emails, the Red Team Technique to have the AI poke holes in its own answers, and Blueprint Scaffolding to force it to outline its logic before diving in. Each tactic comes with real examples you can use today, and together they’ve cut my AI workflow time by more than half—no matter your role or industry. Watch on YouTube  ( 6 min )
    5 Frontend Frameworks That Will Dominate 2026 (And Fix Your SaaS UI Problems)
    The surprising truth is that even experienced developers sometimes deliver subpar frontends. It's not because of a lack of skill or effort. The reality is that the frontend landscape is progressing at a pace that many teams struggle to keep up with. By 2026, users will demand speed, clarity, and seamless workflows making these factors crucial for SaaS success. Five modern frameworks are emerging to tackle these challenges. They offer lighter packages, quicker rendering times, and developer experiences designed to simplify rather than complicate. Many teams still design their products with code in mind rather than the end user. Developers focus on: Architecture Animations New libraries Perfect component patterns However, users prioritise: Speed Clear actions Low friction As a result, dashbo…  ( 9 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
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    Sector HQ Weekly Digest - November 5, 2025
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    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins is back with a Halloween special, gleefully roasting “one of the greatest genre movies of all time” in under 15 minutes. Expect their trademark sin-counting, witty commentary, and plenty of fun nitpicks as they dive into what makes this flick so delightfully flawed. Alongside the video, they’re plugging all their channels—website, Linktree, poll, Patreon, Discord, Reddit—and even Jeremy’s book. Featuring writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel, it’s the ultimate guilty pleasure for film nerds. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Predator: Killer of Killers In 16 Minutes Or Less
    TL;DR CinemaSins just dropped “Everything Wrong With Predator: Killer of Killers In 16 Minutes Or Less,” a rapid-fire roast of the new animated Predator flick, counting every hilarious nitpick and facepalm moment. They also hype up their main site and spin-off YouTube channels, invite you to fill out a sinful poll, and ask for Patreon love. The credits roll with writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel, plus links to their Discord, Reddit, book, Instagram and TikTok. Watch on YouTube  ( 6 min )
    Boosting React Performance: A Guide to Optimization
    Introduction In the world of web development, performance is key. When it comes to React applications, optimizing performance is crucial to ensure a smooth user experience. Let's delve into some strategies to boost the performance of your React applications. React's Virtual DOM is a lightweight copy of the actual DOM. By using the Virtual DOM, React can efficiently update the real DOM by only making necessary changes. However, excessive re-rendering can impact performance. Utilize shouldComponentUpdate or PureComponent to prevent unnecessary re-renders. class MyComponent extends React.PureComponent { render() { return {this.props.data} ; } } Break down your application into smaller chunks and load them dynamically when needed. This reduces the initial load time and improves performance. React.lazy and Suspense are great tools for code splitting. const MyLazyComponent = React.lazy(() => import('./MyLazyComponent')); Memoization is a technique to optimize performance by storing the results of expensive function calls and returning the cached result when the same inputs occur again. Use useMemo and useCallback hooks to memoize values and functions. const memoizedValue = React.useMemo(() => computeExpensiveValue(a, b), [a, b]); Identify components that do not need to re-render frequently and optimize them. Use React.memo for functional components to prevent re-renders unless props change. const MyMemoComponent = React.memo(function MyComponent(props) { return {props.data} ; }); Leverage tools like React DevTools and Chrome DevTools to analyze the performance of your React application. Identify bottlenecks and areas for improvement by profiling components and their rendering times. By implementing these performance optimization techniques in your React applications, you can significantly enhance speed and efficiency, providing users with a seamless experience. Stay ahead in the game by prioritizing performance optimization in your development workflow.  ( 8 min )
    Start a journey in devSecOps
    Excited to share that I’m officially diving into the world of DevSecOps — learning how to build, secure, and automate modern applications from development to deployment. It’s time to explore tools, pipelines, cloud infrastructure, and security best practices that make software faster, safer, and smarter. Let’s see where this journey leads 💪  ( 6 min )
    Sure! Here are four unique, SEO-friendly articles in Markdown format, focused on the specified target keywords.
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    checkout this article on Tableau Filtering Actions Made Easy: Origins, Real-World Applications, and Case Studies
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    Unlocking jQuery Mastery: Secrets No One Tells You (Until Now!)
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    Can a HashMap Have a Null Key? What About ConcurrentHashMap?
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    Java Access Modifiers & Packages
    Java Packages are collections of classes, interfaces, and sub-packages. In Java, with the help of packages, we can group related classes. A package is like a folder inside the file directory. We use packages to avoid name conflicts and write more maintainable code. Packages allow developers to create software that is easier to maintain, scale, and extend by grouping relevant code. In addition to facilitating code reuse across projects and teams, packages also help maintain consistent naming conventions. In Java, a package is a directory that contains Java source code files. The package name corresponds to the directory name, and each Java file contains a class with a matching filename. For example, if your class is in a folder called com/example, and the class name is ClassName, then …  ( 12 min )
    Begrijpen van Pod Pending States: Waarom je Pods niet plannen?
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    WTF is HashiCorp Nomad?
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    Building MeridianDB: Solving AI's Memory Crisis with Multi-Dimensional RAG
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    The DNA Factor: How Google's Pomelli Tool Could Signal the End of Marketing Agencies
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    Reviving Smalltalk-80 with LAW-T: Reconstructing the Laws of Object-Oriented Reasoning for the JavaScript Era
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    UnderDoggs*
    .My journey as a Flutter/Dart underDogg  ( 5 min )
    Stop Calling LLMs AI
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    About AI and context
    Hello! Folks! We continue our series of articles about AI (Artificial Intelligence) and how to use it. Today's article will be more theoretical. We will try to figure out what models are, their types, how to use them, and what features they have. I hope you find it interesting, so let's go! And so, as usual (as it seemed in school), let's understand the concept of AI models. When you hear "AI model," it might seem like we're talking about something like a robot that thinks like a human. But in reality, it's much simpler (and more complex at the same time). An AI model is a mathematical construct that has been trained on data to later predict, classify, or even generate new texts, images, or codes. For example, if you use a translator, get recommendations on Spotify, or filter spam in you…  ( 11 min )
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    Building Custom Components in Langflow 🛠️
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    Jeff Su: 4 Next-Level ChatGPT Techniques (Save 15+ Hours Weekly)
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    The Red Queen Code Review Pattern — Perpetual Evolution in AI-Powered Development
    TL;DR: I built a feedback loop where every AI code review either fixes the code or evolves the rule — creating a self-improving system that keeps our team’s standards alive as both humans and AI adapt. In other words, it's a system that evolves with you, not just for you. This article introduces a framework I call The Red Queen Code Review Pattern — a way to make code reviews self-evolving through human-AI collaboration. In evolutionary biology, the Red Queen Hypothesis describes a race with no finish line. “It takes all the running you can do, to stay in the same place.” Biologists use this idea to explain how species must constantly evolve just to survive, because their environment — and everything competing within it — is also evolving. In AI-powered development, we face the same dynami…  ( 11 min )
    [Boost]
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    Mr Sunday Movies: Predator 2 - Caravan of Garbage
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    Deploying a Preact App with K3s Locally: A Beginner's Guide
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    Vue.js Component Communication Patterns and Best Practices
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    🧩 Track Workflow Activities by Name in Joget Using SQL and DataList Configuration
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    Grok AI: A Deep Dive into xAI’s Maverick Chatbot
    AI is crowded now — every company wants to slap “AI-powered” on their product and call it revolutionary. But Grok AI, developed by xAI under Elon Musk, genuinely stands out. Not because of hype, but because it goes in a completely different direction than the polished, polite AI assistants we’re used to. Grok is built to be witty, sarcastic, unapologetic, and to answer the uncomfortable questions most chatbots dance around. It’s not here to act perfect. It’s here to act real — sometimes for better, sometimes for worse. Unlike most AI models that rely only on pre-trained datasets, Grok taps into real-time data from the web and live online conversations. So when something is trending right now, Grok knows it right now. Its personality is also intentional — rebellious, sharp, and occasionally…  ( 7 min )
    CLI Agent Orchestrator: When One AI Agent Isn't Enough
    You've hit this wall before. You're working on some complex modernization project with Claude Code or Amazon Q Developer CLI, and the agent starts losing coherence. Too much context. Too many domains. Architecture bleeding into security bleeding into performance optimization. The agent can't maintain focus. Your options have been to manually coordinate between separate agent sessions, copying context around like it's 2010. Or overload one agent with everything and watch quality degrade as the context window fills up. AWS to the rescue; they just released CLI Agent Orchestrator (CAO): multiple specialized agents working together under a supervisor. Hierarchical orchestration for your AI CLI tools. It's early, opinionated, and requires AWS infrastructure. But it shows where developer AI tool…  ( 9 min )
    LeetCode: 1. Two Sum, Solución paso a paso
    LeetCode: 1. Two Sum, Solución paso a paso Hoy quiero compartir cómo resolví el problema Two Sum de LeetCode. Es uno de los clásicos de entrevistas técnicas y me parece un excelente punto de partida si estás practicando lógica o estructuras de datos. Dado un arreglo de enteros nums y un entero target, se deben devolver los índices de los dos números cuya suma sea igual a target. El problema garantiza que siempre habrá una solución, y no se puede usar el mismo número dos veces. Entrada: nums = [2,7,11,15], target = 9 Salida esperada: [0,1] porque nums[0] + nums[1] = 2 + 7 = 9 1. Definiendo la función Primero definiré la función que recibirá el arreglo y el número objetivo: function twoSum(nums: number[], target: number): number[] { // La implementación irá aquí } Voy a usar un Map para guardar cada número junto con su índice. const map = new Map() Recorro el arreglo con un for, procesando cada número. for (let i = 0; i () for (let i = 0; i < nums.length; i++) { const complement = target - nums[i] if (map.has(complement)) { return [map.get(complement)!, i] } map.set(nums[i], i) } return [] } console.log(twoSum([2,7,11,15], 9)) // [0,1] console.log(twoSum([3,2,4], 6)) // [1,2] console.log(twoSum([3,3], 6)) // [0,1]  ( 7 min )
    AI and the Loss of the Flow
    Let's face it, we write less and less code every day. Software engineering changed for good. That ship has sailed. And while we swing from "oh no, I'm going to lose my job soon" to "this clanker has no idea, of course I'm absolutely right", depending on the size and complexity of what we're building, we are not noticing what we are really losing. This one's short. Mostly because, despite growing up reading books, most of you now doomscroll your social media drug of choice and probably lost the attention span for more than a few lines of text. So if you made it this far, congrats! What I actually want to talk about is something different, and honestly, a bigger problem than we think. Those of you who enjoy programming will get this, back in the pre-AI days, coding felt like a craft. You'd h…  ( 8 min )
    Master Java indexOf(): Your Ultimate Guide to Finding Strings
    Stop Guessing, Start Finding: Your Ultimate Guide to the Java indexOf() Method Alright, let's talk about a scenario every coder faces. You've got a block of text—maybe it's a user's email, a log file, or some JSON data—and you need to find a specific piece of information inside it. Manually scanning through it? Absolutely not. That's what computers are for. In the world of Java, your best friend for this exact job is the String.indexOf() method. It's one of those fundamental tools that seems simple on the surface but is packed with more utility than you might realize. Getting a solid grip on it is a non-negotiable skill for any Java developer. So, whether you're just starting out or need a quick refresher, this guide is going to break down the indexOf() method for you. We'll go from "wha…  ( 10 min )
    Elements in HTML
    A start tag, content, and an end tag. Example: This is a paragraph. → Start tag This is a paragraph. → Content → End tag Together, they form a paragraph element Types of Elements: Block-level elements: Examples: , , , , Inline elements: Examples: , , , ,  ( 6 min )
    The Rise of Low-Code and No-Code Development: Revolutionizing How Software Is Built
    In today’s fast-paced digital world, the demand for new software solutions is skyrocketing. Businesses of all sizes — from startups to global enterprises — need apps, websites, and automation tools faster than ever before. Yet, the shortage of skilled developers and the complexity of traditional coding often slow things down. This is where low-code and no-code development platforms are changing the game. These tools are democratizing software creation, empowering people with little to no technical knowledge to build powerful digital solutions. But what exactly are low-code and no-code platforms, and why are they reshaping the future of software development? Low-code and no-code platforms are visual development environments that allow users to create applications using drag-and-drop feature…  ( 8 min )
    A Step-by-Step Guide to Implementing Microsoft Fabric with a Trusted Partner
    Introduction Implementing Microsoft Fabric can transform how your organization handles data analytics, integration, and insights. However, the success of this transformation largely depends on working with a trusted Microsoft Fabric Partner. These certified professionals ensure that every stage—from strategy to deployment—aligns with your business goals, helping you unlock Fabric’s full potential efficiently. Microsoft Fabric is an all-in-one analytics platform designed to unify your data, AI, and business intelligence. It integrates services like Power BI, Synapse, and Data Factory, making it easier to connect, transform, and visualize data. The platform includes: Data Engineering Data Factory Pipelines Data Science and AI Integration Real-Time Analytics Power BI for Visualization Worki…  ( 8 min )
    Java hashCode() Explained: Why, How, and When to Use It
    Java hashCode() Explained: Why It's Your Secret Weapon for Speed Alright, let's talk about one of those Java concepts that everyone uses but few truly get: the hashCode() method. You've probably seen it—that little method that lives in the Object class, right next to its BFF, equals(). You might have even ignored those yellow squiggly lines in your IDE warning you to override it. But what if I told you that understanding hashCode() is literally the difference between writing slow, clunky code and building high-performance, scalable applications? It’s that important. So, grab your coffee, and let's demystify this thing once and for all. We're going to break it down, not with boring textbook definitions, but by understanding the "why" behind it. What is hashCode()? The 30-Second Elevator P…  ( 10 min )
    How AI Consulting Services Are Revolutionizing Business Growth
    In today’s competitive business environment, organizations are constantly searching for smarter ways to improve efficiency, reduce costs, and scale with confidence. Advancements in artificial intelligence (AI) have opened new doors for innovation, automation, and strategic decision-making. Businesses that once relied solely on manual processes and traditional analytics are now turning to AI consulting services to reshape their growth strategies. This is where AI Business Consulting becomes a driving force, helping companies unlock AI’s full potential through customized solutions. AI consulting services help companies identify areas where artificial intelligence can drive value. Rather than adopting AI tools blindly, organizations receive guidance on how to integrate data, automate workflow…  ( 8 min )
    Meme Monday
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    Check out the guide on - Unlocking Data Relationships in Tableau: A Complete Guide to Correlation Analysis for Better Business Decisions
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    A powerful modular architecture package for Laravel applications
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    Firebase Push Tokens Are Device-Specific, Not User-Specific: A Critical Refactoring
    When I first built my Firebase Cloud Messaging (FCM) notification system, I made a critical architectural mistake based on a fundamental misunderstanding of how Firebase tokens work. I treated them as user-specific when they're actually device-specific. This seemingly subtle distinction led to complex deduplication logic and unnecessary database overhead. Here's how I fixed it and what I learned about Firebase's token architecture. My initial implementation assumed a one-to-one relationship between users and push tokens. The logic seemed sound: each user logs in with a phone number, so I should group by phone number and pick the most recent token, right? Before Refactoring // notification.service.ts - Original Implementation async getValidPushTokens(lastSeq?: number): Promise<TokenResult[]…  ( 11 min )
    Check out the guide on - Ways to Create Groups Efficiently in Tableau
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    The Moat Illusion: Why Modern Defensibility Isn’t in Your Codebase Anymore
    moats so casually in tech today that it almost sounds like a checklist: MVP ✅ Market Fit ✅ Moat ✅ (???) Founders are thinking about defensibility even before the first commit. And that makes sense — the market moves faster than ever. But here’s the uncomfortable truth: Technology is no longer a moat by itself. There was a time when a clever architecture, backend logic, or data model bought you years of advantage. Not anymore. Today, the same system you spent 6 months architecting can be: Recreated with boilerplate frameworks Generated with AI-assisted coding tools Reverse-engineered from teardown threads Cloned with pixel-perfect UI using design AI Your product’s surface is now infinitely copyable. So if your moat isn’t your codebase, where does defensibility actually live? Let’s break…  ( 8 min )
    Learning patience, not skills
    This image is sourced from Work Chronicles, and all rights are reserved by them.  ( 5 min )
    Understanding the Rake Roof: Design, Function, and Modern Applications
    What Is a Rake Roof? rake roof is not a specific type of roof, but rather a feature found in pitched roof designs. The term “rake” refers to the sloped, usually triangular edges of a gable end. These edges can project outward or be trimmed flush with the wall, depending on the architectural intent and climatic needs. The rake serves both structural and aesthetic functions—it conceals roof framing, enhances airflow, and prevents rain or snow from blowing under the shingles. When combined with modern roofing materials and digital design tools, like CAD-based modeling, rake roofs offer customizable finishes that align with energy efficiency and local weather resistance standards. Functional Role in Roofing Architecture Key functional benefits include: Improved water runoff control and reduced…  ( 8 min )
    Jeff Su: 4 Next-Level ChatGPT Techniques (Save 15+ Hours Weekly)
    4 Next-Level ChatGPT Techniques (Save 15+ Hours Weekly) Jeff Su walks you through four game-changing ChatGPT hacks to stop the endless back-and-forth of prompt refining and cut your AI workflow in half. You’ll learn to reverse-engineer your best prompts, turn one piece of content into multiple formats in minutes, get ChatGPT to critique its own work, and force it to outline its reasoning before diving in—all demonstrated with real-world examples. Whether you’re in marketing, design, or any other field, these methods will shave off hours every week. Plus, you’ll get links to a free ChatGPT ebook, a blog post with deeper dives, and bonus resources like an AI course waitlist, a Notion command center, and more. Watch on YouTube  ( 6 min )
    From Clutter to Clarity: How AI Batch Tools Clean Up Your Visuals Instantly
    In digital design, visuals speak louder than words — but what if your visuals are cluttered, inconsistent, or messy? Whether you’re managing an eCommerce catalog, social media campaign, or creative project, image consistency matters. It’s what makes a brand look professional and trustworthy. Yet, cleaning hundreds of visuals manually is exhausting, time-consuming, and — let’s be honest — boring. That’s where AI batch tools step in. These intelligent systems bring clarity to creative chaos — automatically cleaning, organizing, and enhancing visuals at scale. From removing backgrounds to balancing colors, AI tools are becoming the unseen heroes behind every polished digital brand. Let’s break down how they work, why they matter, and how they can transform your creative workflow from …  ( 9 min )
    The Allure of the Red Red Nose Pitbull: Strength, Loyalty, and Beauty in One Breed
    The Red Red Nose Pitbull stands out among dog lovers for its unmatched combination of power, loyalty, and striking color. Revered for its muscular frame, glossy reddish-brown coat, and distinctive nose, this breed is both a symbol of devotion and an example of misunderstood strength. Today, these dogs are widely appreciated not only for their looks but also for their companionship and intelligence. Understanding the Red Red Nose Pitbull These dogs were initially bred for physical endurance and working ability, not aggression. Unfortunately, negative stereotypes often overshadow their true nature as affectionate, family-oriented companions. When raised with care and proper training, a Red Red Nose Pitbull can become one of the most loving pets a family could have. Appearance and Physical Tr…  ( 9 min )
    🧠 How Do Closures Work in JavaScript?
    Explained in Simple Words (with Code Examples & Interview Tips) When I first started learning JavaScript, the word closure sounded scary. Later I realised closures are just functions that remember things — nothing magical, only useful. This article explains closures in plain English, with small code examples and a short interview-friendly answer you can use. Let’s keep it simple and practical. A closure is when a function remembers and uses variables from its outer (parent) function — even after the outer function has finished running. Think of it like a backpack 🎒: when a function is created, it carries its surrounding variables inside that backpack. Even if the parent function returns, the inner function still has access to those items in the backpack. function outerFunction() { le…  ( 9 min )
    Ringer Movies: ‘The Truman Show’ With Bill Simmons, Glen Powell, and Chris Ryan | The Rewatchables
    The Truman Show Rewatchables Bill Simmons and Chris Ryan welcome actor Glen Powell to revisit Peter Weir’s 1998 classic starring Jim Carrey, Laura Linney, and Ed Harris. They kick things off with Powell’s behind-the-scenes insights and dig into what makes Truman’s world so endlessly fascinating. They highlight their most rewatchable scene at 37:43, then dive into “The Categories” segment at 42:19—breaking down their favorite moments, themes, and surprising details. Along the way, they sprinkle in sponsor shout-outs and invite you to subscribe to The Ringer’s channels for more movie deep dives. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less tears apart Nicolas Cage’s wild performance in Longlegs with Cinema Sins’s signature tally of movie sins (spoiler: those legs really are that long). They’re also hyping Osgood Perkins’s upcoming Keeper and inviting fans to join the fun via a sinful poll, Patreon, and all their social channels. For more behind-the-scenes shenanigans and updates, check out their Linktree, website, and spin-off channels like TVSins, Commercial Sins, plus their Discord, Reddit, Instagram and TikTok. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins is back to roast “Sinners”—one of this year’s best genre flicks—in record time, dishing out every nitpick and “sin” you can imagine (and a few you probably won’t). It’s smart, snarky and perfect for your spooky season binge. Want more? Hit up cinemasins.com or follow @TVSins, @commercialsins and @CinemaSinsPodcastNetwork on YouTube. They’ve got a sinful poll to fill out, a Patreon to support the dream team, plus Discord, Reddit, Instagram and TikTok communities where all the film-geek fun never stops. Don’t forget to stalk the writers (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel) for extra hot takes! Watch on YouTube  ( 6 min )
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    TL;DR When working with React Native and pnpm, just use node-linker=hoisted instead of trying to selectively hoist individual packages. It will save you hours of debugging mysterious codegen errors and Kotlin compilation issues. (If you're in a monorepo, you'll also need to update build.gradle paths to point to the root node_modules.) I'm working on a React Native 0.82 project in a pnpm monorepo. The structure looks like this: do-not-stop/ ├── mobile/ # React Native app ├── frontend/ # Web app ├── backend/ # API server ├── packages/ # Shared packages └── package.json # Root workspace During an Android build, I encountered this error: Error: Cannot find module 'E:\git\do-not-stop\mobile\node_modules\@react-native\codegen\lib\cli\combine\combine-js-to-sc…  ( 8 min )
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    A comprehensive journey through developing and deploying a full-stack financial advisory platform with explainable AI The financial advisory industry faces a critical accessibility challenge. Traditional investment advisory services are typically reserved for high-net-worth individuals, leaving millions of potential investors without personalized guidance. Key pain points include: High barrier to entry: Traditional advisors often require minimum investments of $100K+ Inconsistent advice quality: Human advisors vary in expertise and can be influenced by emotions or commissions Limited scalability: Human advisors can only handle a finite number of clients effectively Cost inefficiency: Traditional advisory fees (1-2% annually) significantly impact returns over time Lack of transparency: Clie…  ( 12 min )
    The Mind Was Never Meant to Be Debugged
    I used to approach my life like I approached my code. When I felt anxious, I'd analyze the root cause. When I couldn't focus, I'd optimize my environment. When relationships felt difficult, I'd debug the communication patterns. I treated my mind like a system that could be understood, fixed, and optimized through the same methodical process I used for software. For years, this seemed to work. I identified cognitive biases like bugs in my thinking. I implemented productivity systems like architectural patterns. I A/B tested habits, monitored my energy levels like server metrics, and maintained detailed logs of what triggered different emotional states. I was treating my inner experience like a codebase that just needed better debugging. Then I spent six months trying to "fix" burnout using …  ( 12 min )
    Why Gradle Flavors Might Be the Smartest Thing I’ve Read About Android Builds
    So, I was reading this blog the other day: How to use Gradle Flavors in Android - and honestly, it was such a great read. “Okay, I need to talk about this.” The blog walks through how Gradle Flavors can help you build multiple versions of your Android app from a single codebase. “Hey, can we get a free version? And a premium one? And maybe a version for our corporate partners?” Yeah. Instead of copying your entire project three times, you just use flavors. What really hit me was how clean and flexible this approach is. A free version with ads, A premium version without them, and Even white-label versions for different clients - all from the same project. No messy code duplication. No endless toggling between settings. freeDebug and premiumRelease. It made me realize how much time I’ve probably wasted doing this stuff manually. There was this one part in the article that stood out: “Flavors are powerful, but they can get messy if you go flavor-crazy.” And it’s true. demo, qa, staging, client1, client2, client3, your app can start feeling like a flavor buffet you can’t escape. The key is to keep your main codebase clean and only override what you really need per flavor. I’ll be honest - I can’t explain it as nicely as the original author did. But what I took away is this: Gradle Flavors are your secret weapon when you need to build multiple versions of the same app without losing your mind. You write once. Gradle does the rest. And if you haven’t checked out that blog yet, seriously - go read it. It’s written beautifully and worth every minute.  ( 7 min )
    Halloween Night Scene - A Spooky CSS Art
    This is a submission for Frontend Challenge - Halloween Edition, CSS Art. Classic Halloween tales, eerie silence, flickering lights, and that feeling of being watched these inspired the tone of the piece. The goal was not just to show a scene, but to create a mood, a blend of calm and unease, beauty and fear. Note: For the best experience, view this on a desktop browser at 100% zoom. The layout and animations are handcrafted and may appear differently on other scales. Live Preview Source Code It’s pure CSS art brought to life through subtle animation and atmospheric storytelling. The idea was to create a scary Halloween night scene that feels alive, mysterious, and cinematic. Sky & Stars: A deep night sky filled with stars that blinks and appear in random places using JavaScript simulating the twinkle of distant galaxies. Glowing Moon: A full moon that pulses in brightness, casting its glow across the landscape. Witch & Clouds: A witch glides across the moon, while clouds drift slowly to give the scene depth and life. Haunted House: A chilling house with flickering window lights and in one window, a pair of blinking eyes watches you from within. Graveyard: Five tombstones marked with R.I.P. quietly rest near the trees, wrapped in the ghostly glow of the night. Ghosts: Two ghosts roam one hanging on the tree with red eyes, fading in and out; another wandering around the graveyard. Pumpkins & Barricade: Five glowing pumpkins guard the entrance, their flickering light adding warmth to the darkness. Trees & Owl: Bare trees stretch across the scene; an owl blinks occasionally, silently observing the world below. Chimney Smoke: Wisps of animated smoke rise gently, bringing subtle realism to the haunted house. MIT License, feel free to use or adapt with attribution. Made with ❤️ by @dipanshu447 Let’s keep making divs do wild things.  ( 7 min )
    Web Bot Auth: Giving Bots a Crypto ID Card in a World of Fakes
    Every website deals with the same problem: bots crawling your site, and absolutely no reliable way to know which ones are legit. That bot claiming to be Googlebot? Could be Google's actual search infrastructure. Could be a scraper wearing a Googlebot costume. Your only evidence is a User-Agent header that literally anyone can fake with one line of code. Security reports show bot traffic now makes up over half of all web traffic, and a huge portion involves impersonation. Scrapers pretending to be search engines to bypass rate limits. Malicious actors spoofing legitimate crawlers to find vulnerabilities. And as AI agents become more common and start making purchases, booking services, and accessing sensitive data, the stakes are getting higher while our verification methods are stuck in 199…  ( 13 min )
    ....
    Check out this Pen I made!  ( 5 min )
    When Oracle Got Hacked (and the Hackers Fought Each Other)
    Two ransomware gangs. One leaked zero-day. And a billion-dollar enterprise suite caught in the crossfire. When enterprise meets chaos Oracle just had a week straight out of Mr. Robot. Two ransomware crews Clop and Scattered Spider both decided to exploit the same Oracle E-Business Suite bug. Then, in true internet fashion, one of them leaked the exploit on Telegram with a readme that literally threatened a “drone strike.” Somewhere, a CISO is crying into their compliance report. If you’re not deep into enterprise tech: Oracle E-Business Suite (EBS) is basically the giant ERP backbone for companies that still fax purchase orders. It runs HR, payroll, and supply chains the boring stuff that keeps capitalism alive. So when someone finds a remote unauthenticated exploit in that system, it’s …  ( 14 min )
    Decoding Life's Code: AI-Powered Causal Inference for Biological Networks by Arvind Sundararajan
    Decoding Life's Code: AI-Powered Causal Inference for Biological Networks Imagine trying to understand a complex machine, but you can only see the parts and their basic connections. That's essentially what we face when studying biological systems. Understanding how genes, proteins, and other molecules interact is critical for tackling diseases and developing personalized treatments. The challenge? These interactions form intricate networks with feedback loops, making it difficult to determine cause and effect. That's where the exciting new field of causal structure learning comes in. Instead of just identifying correlations between biological components, we can now infer the direction of influence. Think of it like tracing the wires in that complex machine to understand which part direct…  ( 7 min )
    มาลองสร้างระบบ Failover แบบ Multi-Region กับ Amazon EKS (แบบ Step-by-step)
    มีใครได้ลองคิดหรือเตรียมตัวเผื่อไว้หรือยังหาก Region ที่เราใช้งานอยู่ ล่มไปในช่วงเวลาที่มีผู้ใช้งานระบบเราอยู่จำนวนมาก เราจะทำอย่างไร? ช่วงนี้หลายคนน่าจะได้เห็นข่าวหรือเจอเหตุการณ์ AWS ในบาง Region เกิดปัญหาจนระบบต่าง ๆ ใช้งานไม่ได้ ซึ่งเป็นอีกหนึ่ง Reminder ว่าระบบที่เราทำงานอยู่จะมองข้ามเรื่อง Availability หรือการเตรียมพร้อมรับมือกับปัญหาลักษณะแบบนี้ไม่ได้เลย ในบทความนี้ ผมจะพามาลองตั้งค่าระบบ Failover แบบ Multi-Region กับ Amazon EKS แบบ Step-by-step ให้เห็นกันชัด ๆ ว่าทำอย่างไร เหมาะสำหรับเอาไปปรับใช้กับระบบงานที่ทุกคนใช้กันอยู่ได้ เพื่อเพิ่ม resiliency ให้กับระบบของเรามากขึ้น AWS Account Route 53 (Public Hosted Zone) AWS CloudShell CLI ที่ต้องใช้: aws, envsubst, eksctl, kubectl, kubectx, kubens เมื่อพร้อมแล้ว มาลองลงมือสร้างระบบไปพร้อม ๆ กันได้เลยครับ ทุกคนสามารถรันคำสั่งตามขั้น…  ( 11 min )
    The Best U.S. Financial Websites for Everyday Investors
    Financial data websites on the market are often overwhelming. So I built a minimalist financial statement website called chat2report. All key data on one screen. It includes the Piotroski Value Scoring Model, a financial dashboard, latest earnings highlights, peer company comparisons, and long-term trend indicators. If you want to dive deeper, you can also browse SEC filings and ask questions about them. Coming soon: Detailed historical data for the three financial statements and key metrics. Value score rankings for all companies. Custom peer comparisons and long-term trend analysis. Remark This website is available on desktop only.  ( 6 min )
    Welcome Thread - v350
    Leave a comment below to introduce yourself! You can talk about what brought you here, what you're learning, or just a fun fact about yourself. Reply to someone's comment, either with a question or just a hello. 👋 Come back next week to greet our new members so you can one day earn our Warm Welcome Badge!  ( 6 min )
    Vibe Coding Vibe Deployment: The Next Big DevOps Shift
    AI made prototyping effortless, but deployment still feels like an anxiety boss fight. Here’s how we close the gap between code that vibes and code that survives. From weekend hackathon to production panic” There’s this moment every dev knows too well. Your app runs locally, the console flashes “Server started at port 3000”, and you lean back feeling unstoppable. Music’s good, code’s clean, dopamine’s high pure vibe coding. Then you push to production. And it’s like your code enters the Upside Down. Authentication fails. APIs vanish. Suddenly the same setup that purred in localhost starts screaming in logs. That’s the invisible wall between vibe coding and vibe deployment. The difference between building things that feel good… and building things that actually survive the real world. AI t…  ( 11 min )
    LitmusChaos October Highlights - Hacktoberfest, Meetups & More!
    October has been one of the most exciting and eventful months for the LitmusChaos community. With Hacktoberfest 2025 in full swing, we went all in, from hosting community-driven events to supporting contributors, shipping releases, and celebrating amazing open-source contributions. Hacktoberfest has always been special for LitmusChaos, and this year, we made it even bigger. The community came together to contribute to LitmusChaos and Litmus Docs, improving the project’s security, user experience, and accessibility with Litmus 4.0. Here’s what we achieved together in October: GitHub Stars: 112 new stars LitmusChaos Issues: 42 created → 27 closed (PRs merged), 15 in progress Litmus Docs Issues: 34 created → 31 closed (PRs merged), 3 in progress New Contributors 23 new contributors to Li…  ( 8 min )
    Building an AI-Powered E-Commerce Platform with Rich UI Rendering
    Building an AI-Powered E-Commerce Platform with Rich UI Rendering I built an experimental e-commerce platform where the AI assistant doesn't just chat—it renders interactive UI widgets directly in the conversation. When you ask "add Smart Watch to my cart," you get a beautiful product card with live pricing. Request "show me a bar chart of my cart," and you see an actual SVG chart rendered in real-time. This PoC explores CopilotKit integrated with Azure OpenAI (not regular OpenAI), implementing rich rendering capabilities including product cards, shopping cart widgets, bar charts, and pie charts—all displayed natively within the chat interface. When I first started experimenting with AI-powered user interfaces, I thought the possibilities were limited to text-based responses. Then I dis…  ( 9 min )
    DevSecOps Is Broken (and We All Kinda Know It)
    We’re deploying like shōnen heroes in turbo mode but our security still fights with dial-up reflexes. Here’s what’s really breaking (and how to fix it before it breaks us). When your code moves faster than your security team can blink There’s a moment every developer secretly dreads: the deploy goes green, everyone cheers, and ten minutes later someone on Slack types, “Hey… did we mean to expose that API key?” Welcome to 2025 the golden age of “move fast and accidentally leak things.” Our CI/CD pipelines can spin up production clusters in under a minute, but half the industry still treats security like a post-credits scene nobody sticks around for. It’s not that we don’t care. We do. It’s just that between sprint reviews, merge conflicts, and the daily dopamine hit of shipping something …  ( 12 min )
    ⚔️ “Flutter vs React Native 2025: Who Wins the Cross-Platform War?”
    It’s 2025, and the cross-platform battleground is hotter than ever. Flutter and React Native are still leading the charge — but one of them is quietly taking over. Let’s break it down. Both frameworks promise the same dream — build beautiful apps that run seamlessly across Android, iOS, Web, and Desktop. But how they get there is where things get interesting. Feature Flutter React Native Flutter compiles directly to native ARM code and uses its own rendering engine (Skia). 🏆 Winner: Flutter — smoother animations, faster startup times, and fewer performance quirks. . 🎨 UI and Design: The Flutter Advantage Flutter’s widget-based architecture gives pixel-perfect control — what you design is what you get. Flutter’s Material 3 and Cupertino widgets m…  ( 8 min )
    I built a fast, distraction-free online Image Crop Tool
    Hey folks 👋 https://coloredtoblackandwhite.com/image-crop-tool.html Would love to know how the UI feels or any feature you’d add!  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    CinemaSins takes on one of the biggest genre hits of the year in “Everything Wrong With Sinners In 15 Minutes Or Less,” piling on playful “sins” for Halloween fun and pointing fans to their main site and YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork). They’re also calling on viewers to join the conversation—fill out their poll, support the team on Patreon, and stay in the loop via their Linktree, Discord, Reddit, and social feeds—while shouting out their crack writing squad. Watch on YouTube  ( 6 min )
    Mastering Custom Hooks in React: A Developer's Guide
    React hooks revolutionized how we write components. But the true power of this system unfolds when you move beyond the built-in hooks and start creating your own. Custom hooks are the most important pattern for sharing stateful logic between components, and mastering them is a key step in becoming a proficient React developer. This guide covers how to build them, when they are necessary, and—just as importantly—when to avoid them, with advanced tips integrated throughout. A custom hook is simply a JavaScript function whose name starts with use and that calls other hooks. That's it. It's a convention that allows you to extract component logic into a reusable function. Let's start by identifying a piece of logic we might want to reuse. A common scenario is managing a boolean toggle state. Be…  ( 8 min )
    Understanding the Impact of Edge Computing on Real-Time Applications
    In the ever-evolving world of technology, one term that has steadily been gaining traction is edge computing. With the growing need for faster, more reliable data processing, edge computing promises to revolutionize how we interact with technology—particularly in real-time applications. But what exactly does this mean? And how does it affect industries and applications where split-second decisions are crucial? Let’s dive into this game-changing technology, how it works, and why it’s becoming the backbone of modern, real-time systems. To understand edge computing, imagine you’re on a video call. The video and audio signals are processed on your phone or laptop, right? But what if every time you spoke, that data had to travel halfway around the world to a data center for processing before co…  ( 9 min )
    Infrastructure Sovereignty and the AI-Proof Skill Stack: What the OpenAI-AWS Deal Reveals About Future-Proof Careers
    Timestamp: Oct 30, 2025 +96hrs When OpenAI committed $38 billion to AWS over seven years, the tech press framed it as a cloud migration story. But infrastructure deals at this scale aren't about servers—they're about narrative control. Whoever owns the compute stack shapes what AI can say, build, and refuse. This isn't just a story about OpenAI and AWS. It's a story about how infrastructure shapes cognition, how deployment logic becomes editorial logic, and what skills persist when everything else automates. This article does two things: Analyzes the strategic and technical implications of the OpenAI-AWS pact Maps those implications to the skills that remain valuable—foundational, even—as AI saturates every layer of the economy Let's start with the deal itself. Multi-cloud resilience …  ( 12 min )
    Building a High-Availability Azure Blob Storage for a Public Website
    Introduction As company website grows globally, the demand for fast, reliable access to product images, videos, marketing materials, and customer success stories continues to rise. To meet this challenge, I completed a lab in the Azure portal to configure a highly available blob storage solution with public access, versioning, and recovery features. What You’ll Learn How to create a high-availability Azure Storage Account How to configure anonymous public access for website content How to create and manage a blob container How to enable soft delete and restore deleted files How to enable blob versioning and recover previous versions Step-by-Step Lab Instructions 1. Create a storage account to support the public website. In the portal, search for and select Storage accounts. Select + Cr…  ( 8 min )
    A Privacy-First AI Voice Cloning Tool with Local LLMs
    TL;DR: I built a 100% private AI tool that learns your writing style and generates content that sounds like you wrote it - all running locally on your machine with no data sent to the cloud. As someone who writes a lot - tweets, emails, blog posts, documentation - I noticed I was spending hours crafting messages in my personal voice. AI tools like ChatGPT can write, sure, but they sound... robotic. Generic. Not me. I wanted something that could: Learn my unique writing style Generate content that sounds indistinguishable from what I'd write Run 100% locally for complete privacy Work with any type of writing samples (tweets, emails, blog posts) So I built CloneWriter - an AI voice cloning tool powered by local LLMs via Ollama. Here's what I used to build this: Next.js 14 (App Router) - For …  ( 13 min )
    Process Bottleneck Breakthrough: AI-Powered Outcome Prediction
    Process Bottleneck Breakthrough: AI-Powered Outcome Prediction Tired of generic process models that don't reflect reality? Imagine trying to improve a factory line using a blueprint that ignores critical defects or inefficiencies. Current process mining often misses vital insights by treating all process executions as equal, masking the true drivers of success and failure. The game-changer? Outcome-aware process discovery. By leveraging advanced rule-learning techniques, we can now analyze event logs and automatically identify key differences between desired and undesired process executions. This allows us to build separate, focused process models that clearly highlight the distinct patterns driving positive and negative outcomes. Think of it like sorting apples: Instead of just creating…  ( 7 min )
    My DevOps Journey: Part 13 - AWS S3 Essentials: The Backbone of Cloud Storage
    In the last blog (Day 12), I explored how networking in AWS forms the foundation for secure and scalable compute - using VPCs, Subnets, Gateways, and Security Layers. But then I faced a new challenge: "Where do I keep the data that shouldn't vanish after my EC2 shuts down?" That's when I discovered Amazon S3 (Simple Storage Service) - the unsung hero of the cloud. S3 Buckets and Objects Regions S3 Storage Classes Versioning Access Control Buckets and Keys S3 Data Consistency Models Object Lifecycle Management Encryption And I'll share how I applied these in my AWS Sandbox project Amazon S3 (Simple Storage Service) is AWS's object storage platform - used to store any amount of data, anywhere, at any time. Unlike local drives or block storage, S3 isn't tied to an instance - it's global, du…  ( 9 min )
    Don't nuke your test ENVs
    NOTE: I know that modifying environment variables in tests is a controversial technique, but we do it on this project, so we have to do it properly. This week I learned that Application.put_env/4 can cause flaky tests, both when running sync and async. I was building out a test for a module that pulled data from config.exs. It looked like this: and I set data as module attributes: When I started running the tests, I was getting intermittent failures. After some digging, I found that when the tests failed, the returned config list was not what I expected, it only contained a single key/value pair: I was using a new (to me) mocking library for my tests, so my first thought was that I was somehow overwriting the configs, or that the mocks were using a different set of test-specific configs. I…  ( 9 min )
    Between Rules and Meaning: Building a Website That Understands Language
    When I started working on a grammar checking website, I thought the problem was mostly about syntax. I soon realized it was more about the tension between rules, meaning, and performance. Looking at existing grammar checkers, each one reflects a different philosophy: Grammarly focuses on communication optimization. It combines a large rule set with transformer-based contextual ranking, performing well for tone adaptation but sometimes normalizing unique writing styles. LanguageTool leans on interpretable, rule-based patterns. Its XML-defined rules are easy to debug and extend, but struggle with nonstandard syntax or mixed-tone sentences. DeepL Write emphasizes fluency, often rephrasing entire sentences rather than flagging discrete grammar points. It feels natural but can overwrite sub…  ( 7 min )
    Tux-GPT: A Command-Line AI Assistant Built for Your Terminal
    If you love living inside the terminal but still want the reach of GPT models at your fingertips, let me introduce the latest release of Tux-GPT. It’s a command-line assistant (not a persistent background agent) that gives you conversational help, code guidance, and shell-ready automations without breaking your flow. If you ask me, I’d say this is like a lite version of the Codex client. Terminal-native experience: prompts, responses, and formatting stay inside your shell (rendered with rich). Context-aware conversations: history and preferences live in ~/.config/tux-gpt/, so the CLI remembers your last 20 exchanges. System-aware commands: at startup, Tux-GPT inspects the host OS (distro, architecture, version) so suggestions match your environment. Flexible interaction modes: free-form ch…  ( 7 min )
    Building TransMonkey: Lessons Learned from Creating an AI Translation Platform
    As developers, we often encounter problems that existing tools cannot elegantly solve. My connection with TransMonkey began with a common challenge faced by developers: the fragmentation of language tools makes international collaboration exceptionally complex. Working with international teams and content, I consistently faced: Fragmented translation workflows Poor context preservation in existing tools Expensive enterprise solutions vs. basic free tools No unified platform for document, image, and multimedia translation TransMonkey addresses these challenges through: Multi-format support: Documents up to 1500K characters Image translation: High-resolution processing up to 10MB Multimedia pipeline: Unified transcription, translation, and dubbing 130+ language support: Comprehensive langua…  ( 9 min )
    The Secret Life of Python: The Executor - Running Blocking Code Without Blocking
    Timothy found Margaret reviewing performance metrics, looking troubled. "I've built this beautiful async system," he said, "but I need to integrate with an old library that does synchronous file processing. When I call it, my entire event loop freezes. Everything stops until the blocking operation completes." Margaret nodded knowingly. "You need an Executor. Think of it as hiring temporary workers who handle blocking tasks in separate threads or processes, so your main async workflow keeps flowing smoothly." Timothy showed Margaret his broken async system: import asyncio import time def blocking_file_operation(filename): """Legacy function that blocks for 3 seconds""" print(f"Starting blocking operation on {filename}") time.sleep(3) # Simulates slow I/O print(f"Finished b…  ( 17 min )
    The older I get, the better my code becomes
    How growing up as a developer turned chaos into clarity and why boring code is secretly the real endgame. The fire years: chaos, caffeine, and crash logs Every developer has their “origin story” and for most of us, it started in fire. The first real job. The first deploy that took down production. The first time you realized sudo could destroy not just your system, but your entire weekend. Those were the fire years. You were fueled by caffeine, driven by ego, and powered by the blind confidence of someone who thought testing in prod was a personality trait. The office lights blurred into monitor glare, and sleep was just a state between deploys. I remember my first big failure like it was yesterday. No CI/CD, no rollback plan, just me and a fragile EC2 instance that doubled as our dev and…  ( 11 min )
    Building Definition Bot: Thinking Simple, Building Smart
    As part of the HNG Internship, The stage 3 task for backend was to build AI agents, So I decided to take on something small but meaningful — a project that would stretch my creativity, logic, and ability to ship something functional in a short time. That’s how Definition Bot was born. The Idea The idea behind Definition Bot is simple: Type a word, and the bot instantly gives you its definition. No distractions, no complex commands — just quick, helpful definitions. I’ve always believed that simplicity is powerful. You don’t have to reinvent the wheel to learn or build something impactful. The goal of this project was to keep things minimal yet purposeful — focusing more on clean logic and easy usability rather than heavy architecture. The Tech The bot is built entirely with TypeScript, ensuring strong typing, better structure, and maintainable code. To power the AI side of the bot, I experimented with Mastra AI, which made handling definitions and language understanding smoother. It’s a lightweight integration that adds a layer of intelligence without complicating the setup. By combining simple logic with a touch of AI, Definition Bot can respond quickly and accurately to definition requests — all while being open, transparent, and easy to extend. Why It Matters This project wasn’t just about building a bot — it was about learning how to think. As developers, we often chase complexity, but during the HNG internship, I’ve realized that thinking simple often leads to better solutions. It’s about focusing on the user’s need and removing unnecessary noise. Check it Out You can explore the code, contribute, or try it out Here: Closing Thoughts Definition Bot may be a small project, but it represents a bigger mindset — start small, think clearly, and build with purpose. Every big step starts with a simple idea, and for me, this was one of those steps. Here’s to learning, building, and growing through HNG  ( 7 min )
    Load Balancing 100,000 WebSockets (and Somehow Surviving It)
    HAProxy, Nginx, and one bad idea that taught me more about scaling than any tutorial ever did. When the Graph Went Vertical It didn’t start with a bang. It started with graphs. You know the kind the “oh cool, traffic is up!” kind that turns into the “wait, why is everything red?” kind before your next sip of coffee. The dashboards weren’t just spiking; they were ascending. CPU at 98%. RAM evaporating like your confidence in distributed systems. Connections kept climbing, long after they should’ve stopped. That’s when it hit us: we were sitting on 100,000 live WebSocket connections. Not “requests per second.” Not “unique users.” Actual, ongoing, needy little sockets that refused to hang up. Each one was clinging to a thread of server memory like a cat dangling off a ledge and we had a hund…  ( 11 min )
    Reinventing Kubernetes in 2025: a post-mortem of my “simple” stack
    Every “simpler” DevOps tool is just Kubernetes wearing sunglasses. The dream of simplicity I remember the day I promised myself I’d never touch Kubernetes again. I’d seen things pods looping, nodes ghosting, Helm charts crying in YAML. So this time, I swore: “Just one container. That’s it.” That’s how it always starts, right? You tell yourself you’ll spin up a single Docker image, serve one tiny app, and call it a night but then it happen one turns into two then you need a load balancer then health checks then well you’re halfway through rebuilding Kubernetes before you even realize it. I call this the DevOps Loop of Denial. Every engineer goes through it: First, you reject Kubernetes. Then you reinvent it. Finally, you accept it. Like grief, but with YAML. The funny part? It’s not eve…  ( 10 min )
    🎥 Singleton Design Pattern video just dropped!
    The Singleton Design Pattern ensures that a class has only one instance and provides a global point of access to it. In this video, we’ll explore how Singleton works in C#, its benefits, pitfalls, and real-world use cases. 💡 You’ll Learn: • Real-world example: Configuration Manager in C# • How Singleton prevents multiple instances and ensures consistency • Benefits and drawbacks of using Singleton • Why Factory or Prototype patterns can’t replace it  ( 6 min )
    WSL2 e Docker sem Docker Desktop: configurando NAT e acesso localhost manualmente
    Há um tempo eu venho tentando contruir um SaaS como forma de praticar meus estudos. Durante várias ideias e tentativas, eu me deparei com um problema relacionado ao docker: por algum motivo, o Docker Desktop não queria funcionar com Windows. O que foi estranho e pareceu ser um problema simples de resolver, acabou se tornando uma dor de cabeça tremenda e me levou a buscar novas alternativas. O uso do WSL2 se mostrou como caminho, não só para resolver um problema, mas como um tópico de estudo para além da programação. O WSL2 não é uma simples compatibilidade de comandos UNIX dentro do Windows. Ele roda um kernel Linux completo em uma máquina virtual leve baseada em Hyper-V. Quando o Docker Desktop é configurado para usar o WSL2 como backend, todos os containers são criados dentro desse kerne…  ( 8 min )
    Daily Artificial Intelligence Digest - Nov 05, 2025
    Industry Developments & Investments The AI industry is experiencing significant investment and strategic collaborations, with Anthropic projecting substantial B2B demand growth and NVIDIA partnering with Deutsche Telekom on a major €1B partnership for a data center. OpenAI has also solidified its market position through a multi-billion dollar deal with Amazon, as noted by Wired, demonstrating continued confidence in foundational AI and cloud infrastructure. Other notable agreements include People Inc.'s AI licensing deal with Microsoft, while the robust financial dynamics of AI companies like Palantir and NVIDIA remain a notable factor in the broader stock market. Advances in AI capabilities are leading to new applications and infrastructure innovations. Rivian's new spinoff, Mind Robotics, signals a deepening integration of AI into robotics, while OpenAI has made its popular Sora video generation application widely accessible on both Android and iOS, with a specific focus on its Android release. Concurrently, leading research efforts include Google's exploration into space-based scalable AI infrastructure, alongside continued insights from the Generalist AI blog and new peer-reviewed research, collectively pushing the boundaries of AI development. As AI expands, critical issues in governance, ethics, and risk management are increasingly prominent. Concerns range from problematic outputs like Fox News falling for racist AI images and enterprises being unprepared for malicious AI agents, to experts identifying flaws in AI safety tests. Legal challenges also loom, with OpenAI facing a significant copyright row and implementing content restrictions where ChatGPT will no longer discuss sensitive topics. This regulatory and ethical landscape further includes competitive disputes, such as Amazon's cease and desist against Perplexity's AI shopping agents.  ( 7 min )
    Spiking Neural Networks: The Next Leap in AI Power Efficiency by Arvind Sundararajan
    Spiking Neural Networks: The Next Leap in AI Power Efficiency Tired of your AI apps draining your phone battery? Imagine running complex machine learning models on a tiny, low-power device without sacrificing performance. The secret? Ditching traditional artificial neural networks (ANNs) for something that mimics the human brain's efficiency: Spiking Neural Networks. Spiking Neural Networks (SNNs) are a new breed of AI that operates using short bursts of signals, or "spikes," much like our neurons. Instead of constantly processing information, they only fire when necessary, dramatically reducing energy consumption. Think of it like a light switch versus a dimmer: ANNs are always on, while SNNs only flip on when they need to react, like how neurons in your brain conserve energy until stim…  ( 7 min )
    Angular & RxJS in 2025: The Expert’s Playbook (Signals, RxJS 8, and Interop)
    Why this post? Between Angular 16→20 and RxJS 8, the way we build reactive Angular apps has changed. Signals now handle most local UI state, while Observables remain king for async and event streams. The sweet spot is interop—and that’s what this guide is about. What Changed (Angular 14 → 20) RxJS 8+: What’s New Signals vs Observables: When to Use Which Interop Patterns (toSignal, toObservable, rxResource) UI Patterns: AsyncPipe, takeUntil, takeUntilDestroyed Performance Checklist (2025) Full Example: Search + Pagination with Signals + RxJS Migration Notes & Anti‑Patterns Conclusion Version Highlights 14 (2022) Standalone components (NgModule optional), Typed Forms, DI improvements. 15 (2022) Standalone API matures, tree‑shaking improves, Directive Composition API. 16 (2023) Si…  ( 10 min )
    6 habits every computer science student must have
    If you are a computer science student or plan to start studying something related to this field, consider the following habits As a student (especially a freshman) you’ll need to use Python, Java, C++, and even Assembly (yes, that). You might think, “I’ll never use this later” ha! But you will. Programming daily, even for just 30 minutes, builds the logical and abstract thinking muscles you’ll need for every other topic in CS: algorithms, data structures, operating systems, AI, all of it. Do it consistently, and you’ll find yourself coding 3 to 5 hours a day without noticing, as if you were already working in tech. Reading code is how you develop taste. It’s how you recognize elegant logic, proper naming, and good software architecture. Read other people’s GitHub repositories. Look at open…  ( 8 min )
    Microsoft just updated code signing rules for #msdyn365BC
    If you're publishing .app files: New certs need secure hardware (Azure Key Vault or FIPS USB). ❌ No valid signature = No AppSource Even on-prem needs explicit skip Options: Full guide: 👉 Sign an app package file — Business Central | Microsoft Learn  ( 6 min )
    📊🔍 OpenSearch Dashboards: Optimizing Massive Data Queries (Big Data) with Asynchronous Search
    Working with logs, telemetry, or large-scale datasets in OpenSearch can result in slow and heavy queries. This guide covers everything a Tech Lead needs to know about optimizing searches using the Asynchronous Search API in OpenSearch Dashboards. OpenSearch consists of: Cluster → group of nodes that store and process data. Shards → distributed index fragments. Dashboards → visualization interface and REST Dev Tools. Plugins → extensions such as Security, Reports, and Asynchronous Search. The asynchronous search (_plugins/_asynchronous_search) executes queries in the background, allowing progress tracking, cancellation, or retrieval without blocking the client. Simplified flow: [Dashboards / API] ↓ POST /_plugins/_asynchronous_search ↓ → Cluster processes the query in the background …  ( 8 min )
    While Everyone Argues About AI Regulation, Data Is the Real Wild West
    Last month, Colorado's AI Act went into full effect. California's considering similar legislation. New York has its own version in committee. Meanwhile, Sam Altman sat across from Brad Gerstner and said something quietly alarming: "I don't know how we're supposed to comply with that Colorado law. I would love them to tell us what we're supposed to do." Not "we disagree with it." Not "it's too burdensome." Simply: we don't know what compliance even means. This same week, OpenAI released a new licensing framework positioning themselves as more responsible, less "edgy." They can write compliance-shaped language. They can commit to trying harder. But operational clarity on HOW to comply with Colorado's specific requirements? That's the gap Sam's describing. You can promise to be good without k…  ( 13 min )
    How to Choose the Right Tech Stack for Your SaaS (Without Overthinking It)
    Picking a tech stack for your SaaS can feel like walking into a buffet with 100 dishes — everything looks good, but choosing feels impossible. Should you go Next.js or React? MongoDB or PostgreSQL? Supabase or Firebase? And what if you pick wrong? Relax — this isn’t marriage. It’s more like dating your tools. You can switch later, but the goal is to start with a stack that helps you move fast now. Let’s break it down the simple way. Start With What You Know If your current skills were a toolbox, what’s already inside? If you’re comfortable with JavaScript, stick with a JavaScript-based stack — like Next.js + Node + MongoDB. Learning a new language while building a startup is like learning to swim during a storm — possible, but unnecessarily hard. Focus on getting your idea live first…  ( 7 min )
    Rasterizer Project - Part 4: Triceratops Wireframe
    Okay so its time to define our model class both its .h file and cpp file. Lets start with the .h file. First lets define a vector list made of of different vec3 that our model consists of and then lets. Then we store each face inside the int list. What is a face? Well every 3 vertexpositions we can draw a triangle, that triangle is the face. Then for our public class stuff. Our constructor takes a string path (constant so we dont fuzz about with it accidentally later on). Then our functions, quite simple. Constant get functions because we dont intend to change models after they have loaded in right now so our vertex count and face count will not change. Lets take a look at the cpp file now Lets start simple with this little helper function that takes a reference to str and the referenc…  ( 9 min )
    Securing Samba at the Global Level – Controlling the Server’s DNA
    When I first got into IT, I was all about planning. I’d spend hours researching, mapping everything out, and building the “perfect” install plan before touching anything. But, like most people find out sooner or later, things rarely go exactly as planned. There was always some hiccup that meant going back and tweaking things. These days, I take a more practical approach—working step by step, making sure things are stable before moving forward. It’s less about perfection upfront and more about building confidence as I go. In the first part of this series, we got Samba up and running with a basic file share. That laid the groundwork. Now it’s time to start tightening things up. In this article, we’re going to focus on the heart of the Samba config—the [global] section. Think of this as setti…  ( 9 min )
    Best SaaS Starter Kits for 2025: Skip Setup, Start Shipping
    Building a SaaS app from scratch is a bit like trying to bake a cake without a recipe — you know the ingredients (auth, payments, routing, databases), but mixing them right takes forever. That’s where SaaS starter kits come in. They’re like having a preheated oven and half the cake already done. You just add your flavor — your features — and it’s ready to serve. In this post, I’ve rounded up some of the best SaaS starter kits for 2025, whether you’re building your first project or your tenth. SassyPack (MERN + Stripe) If setting up a full stack feels like untangling Christmas lights, SassyPack is the kit that plugs in perfectly on the first try. It’s built on MERN (MongoDB, Express, React, Node) and gives you a fully working SaaS base out of the box. What you get: Auth system (JWT + ro…  ( 7 min )
  • Open

    The Basic Laws of Human Stupidity (1987) [pdf]
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    Microsoft and Google overstate job creation at Chile data centers
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    I Stopped Being a Climate Catastrophist
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    Fiber reduces overall mortality by 23%
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    Gnome Mutter Now "Completely Drops the Whole X11 Back End"
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  • Open

    Cryptography for Beginners: Full Python Course (SHA-256, AES, RSA, Passwords)
    We just posted a course on the freeCodeCamp.org YouTube channel that will teach you all about cryptography. You'll learn essential techniques like hashing (SHA-256) for verifying file integrity, symmetric encryption (AES), and asymmetric encryption (...  ( 4 min )
    Creative Web Development with Three.js and Blender
    Learn Creative Web Development with Three.js and Blender! We just posted a beginner-friendly course on the freeCodeCamp.org YouTube channel that will teach you to create an immersive 3D portfolio. You'll begin by diving into Blender to learn the fund...  ( 4 min )
    How to Build Your Own Private Voice Assistant: A Step-by-Step Guide Using Open-Source Tools
    Most commercial voice assistants send your voice data to cloud servers before responding. By using open‑source tools, you can run everything directly on your phone for better privacy, faster responses, and full control over how the assistant behaves....  ( 13 min )
    How to Use LangChain and LangGraph: A Beginner’s Guide to AI Workflows
    Artificial intelligence is moving fast. Every week, new tools appear that make it easier to build apps powered by large language models. But many beginners still get stuck on one question: how do you structure the logic of an AI application? How do y...  ( 9 min )
    Event-Based Architectures in JavaScript: A Handbook for Devs
    In modern software development, event-driven architectures have become one of the most powerful ways to build scalable, decoupled, and responsive systems. Instead of relying on direct calls between components, event-driven systems communicate through...  ( 29 min )
    How Do Global Execution Context and Temporal Dead Zone Work in JavaScript?
    Have you ever wondered how JavaScript runs your code behind the scenes, and how the Global Execution Context actually works? How does hoisting work for var, let, and const? Consider the code bellow: console.log('My age is', age) console.log('My name ...  ( 11 min )
  • Open

    European Session Buying Lifts Bitcoin Cash to $491.80 After Breaking $487 Resistance
    European session buying lifted volume 78% above the 24-hour average as bitcoin cash set higher lows at $462.67, $474.27 and $479.03.  ( 31 min )
    U.S. Government Shutdown Stretches to Record 36 Days, Continues Risk of Derailing Crypto Bill
    Market structure legislation could still see movement this year, but likely won't become law before 2026.  ( 31 min )
    Robinhood’s Crypto Trading Revenue Soared 339% in Q3 as Company Tops Street Earnings Estimates
    The brokerage platform saw a record $80B in crypto trading volume; shares dipped in after hours action despite the earnings beat.  ( 29 min )
    Citi and DTCC Say Tokenized Collateral Works and Now Regulators Must Keep Pace
    As financial giants test cross-asset collateral, they say legal gaps — not tech — are the biggest threat to scale.  ( 31 min )
    Canada Begins March Toward Stablecoin Regulations
    In the wake of the U.S. GENIUS Act, Canadian lawmakers are moving on Canadian-dollar-backed stablecoin legislation, which is being cheered by crypto interests.  ( 30 min )
    The Protocol: ZKSync Aims to Revamp Its Tokenomics Model
    Also: The First AI Agent App Store, ETH Devs Lock In Fusaka Mainnet Date and Edge & Node’s Ampersand.  ( 38 min )
    Monad Foundation Sets Nov. 24 Airdrop Date for Users
    This comes after the Foundation opened its airdrop claim portal on October 14, inviting users to verify their eligibility.  ( 30 min )
    Crypto Long & Short: Redefining the Custody Standard for Banking
    In this week’s Crypto Long & Short Newsletter, Pascal Eberle writes about redefining the custody standards for banking and Andy Baehr explains how the crypto market is awaiting a new leader to spark its next rally.  ( 39 min )
    Stellar (XLM) Breaks Key Resistance Amid Heavy Volume Surge
    XLM outperformed the broader crypto market with a 0.97% gain, supported by a sharp rise in trading activity and an ascending technical pattern suggesting continued upside potential.  ( 31 min )
    HBAR Eyes $0.18 as Volume Surge Signals Possible Breakout
    Hedera’s HBAR token climbed 1.31% to $0.1725 on Tuesday, with trading volume soaring as technical indicators point to a potential move above key resistance levels.  ( 31 min )
    Ripple’s RLUSD to Power Mastercard Credit Card Settlements on XRP Ledger
    The pilot, unveiled at Swell 2025, positions regulated stablecoins like RLUSD as fast, compliant rails for fiat card payments.  ( 31 min )
    Chainlink, Apex Group Test Onchain Stablecoin Compliance With Bermuda Regulator
    The system provides regulators with real-time visibility into a stablecoin's backing and circulation, automating compliance checks onchain.  ( 30 min )
    TON Drops to $1.93 as Altcoins Lag Behind Bitcoin in Risk-Off Crypto Market
    Despite signs of stabilization, with TON consolidating in a narrow range, momentum remains fragile, and a break below $1.87 could lead to further losses.  ( 30 min )
    BONK Climbs 2.8% as Price Consolidates Above $0.000012 Support
    BONK gains 2.84% to $0.00001215 as volume surges 134% above average, maintaining upward momentum within defined technical boundaries.
    Crypto’s Anti-Surveillance Boom: Zcash, Monero and the Return of Anonymity
    Privacy coins are outperforming as traders turn away from ETFs and transparent ledgers, reviving crypto’s oldest idea: digital cash that can move freely, without surveillance.
    Bitcoin Bulls' Last Stand? $95K, According to This Well-Followed Analyst
    Nearly 57% of all money ever invested in bitcoin is in the red at the $100,000 level according to James Check.
    Jefferies Sees Solid Quarter but Limited Upside for Bitcoin Miner MARA
    The bank kept its hold rating on the stock and trimmed its price target to $16 from $19.
    BNB Holds Firm Above $950 as Traders Defend Key Support Level During Market Decline
    If momentum holds, BNB has potential for upside toward the $1,230-$1,300 range, with the $950 level emerging as a key psychological barrier.
    Galaxy's Research Chief Capitulates on Bullish Bitcoin Call After Tuesday's Plunge
    Bitcoin was managing a modest bounce early Wednesday following yesterday's tumble below $100,000.
    Citi Says Crypto’s Weakness Stems From Slowing ETF Flows and Fading Risk Appetite
    The Wall Street bank blamed recent market underperformance on October liquidations, cooling demand from spot ETFs, and weakening technicals.
    CoinDesk 20 Performance Update: SUI Gains 9.6%, Leading Index Higher
    Avalanche (AVAX) joined Sui (SUI) as a top performer, rising 9% from Tuesday.
    Hut 8’s Tuesday Tumble Misguided and a Buying Opportunity: Benchmark
    Investors overreacted to the absence of a hyperscaler deal announcement, overlooking Hut 8’s long-term potential in AI, energy, and bitcoin infrastructure.  ( 31 min )
    Ripple Raises $500M at $40B Valuation in Fortress-Led Round
    Pantera, Galaxy Digital and Citadel Securities joined the deal, which expands Ripple’s institutional base as its payments and stablecoin businesses surge.  ( 29 min )
    Britain’s Digital ID Push Is Premature and Dangerous
    The UK government is moving quickly toward a centralized digital ID system without the technological or legal safeguards to protect against authoritarianism or cybercrime.  ( 33 min )
    ICP Falls Nearly 25% Following Surge to Over $6.50
    Internet Computer slips to $4.99 after a rally above $6.50 fades, as profit-taking caps gains despite elevated trading volume.  ( 30 min )
    Dinari Taps Chainlink to Tokenize S&P DJI's Upcoming Crypto Market Index
    The S&P Digital Markets 50 Index tracks a basket of blockchain-focused stocks and digital assets; Chainlink will provide crucial data to support a tokenized version.  ( 30 min )
    Crypto Markets Today: Altcoins Struggle as Bitcoin Tests Key $100K Support
    After a sharp sell-off Tuesday, crypto markets are stabilizing, though continued dollar strength could extend downside pressure.  ( 33 min )
    Bitcoin, Ether Under Pressure as Altcoins Reel, Futures Flash Caution: Crypto Daybook Americas
    Your day-ahead look for Nov. 5, 2025  ( 39 min )
    Gemini Prepares to Offer Prediction Market Contracts: Bloomberg
    The exchange founded by Cameron and Tyler Winklevoss has discussed unveiling products in this area as soon as possible, according to a report on Tuesday.  ( 30 min )
    Hong Kong Charges 16 in Alleged $205M JPEX Crypto Fraud as Interpol Hunts 3 More Suspects
    The case is the largest financial fraud in Hong Kong's history, with Interpol issuing red notices for three fugitives.  ( 30 min )
    This Bitcoin Price Pattern Has Emerged 3 Times Since Late 2023, Triggering Corrections
    Key moving averages remain crucial support levels as long-term investors trim holdings, adding pressure to the ongoing bull market.  ( 31 min )
    Adam Back and Switzerland’s FUTURE Secure 28 Million Swiss Francs to Build Bitcoin Treasury
    Funding round backed by Fulgur Ventures, Nakamoto, and TOBAM positions FUTURE as an institutional bridge between Bitcoin and global capital.  ( 31 min )
    Bitcoin at Make or Break Level as China Suspends 24% Tariff on U.S. Goods
    U.S.-China trade tensions are easing, with China suspending additional tariffs on U.S. goods.  ( 30 min )
    Biggest Loser of NYC Election Polymarket Contract is Down Almost $1M Betting Against Mamdani
    ‘fuxfux007’ lost nearly $969,169 making a bold bet against New York City mayoral candidate Zohran Mandami.  ( 30 min )
    Animoca Brands' Public Market Ambition Aims at Providing Crypto Access to 'Billions'
    "Most of the world still doesn't have crypto," said Animoca Brands' co-founder, adding that his company is planning to help change that through its public listing.  ( 32 min )
    Dogecoin Falls 5% as Lower-Lows Pattern Aids Bearish Outlook
    Leader in cryptocurrency, Bitcoin, Ethereum, XRP, blockchain, DeFi, digital finance and Web 3.0 news with analysis, video and live price updates.  ( 30 min )
    XRP Slides 6% as Bearish Bitcoin Sentiment Weighs Down Ripple-Linked Token
    Traders are monitoring the $2.08 support level to prevent further declines toward $2.00.  ( 32 min )
    Bitcoin Bounces Near $100K, ETH, SOL, XRP Drop 6-10% as Bulls See $1.6B Liquidations
    Traders can also keep track of where liquidation levels are concentrated, helping identify zones of forced activity that can act as near-term support or resistance.  ( 32 min )
  • Open

    A new ion-based quantum computer makes error correction simpler
    The US- and UK-based company Quantinuum today unveiled Helios, its third-generation quantum computer, which includes expanded computing power and error correction capability.  Like all other existing quantum computers, Helios is not powerful enough to execute the industry’s dream money-making algorithms, such as those that would be useful for materials discovery or financial modeling. But Quantinuum’s…  ( 22 min )
    The Download: the solar geoengineering race, and future gazing with the The Simpsons
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Why the for-profit race into solar geoengineering is bad for science and public trust —David Keith is the professor of geophysical sciences at the University of Chicago and Daniele Visioni is an assistant…  ( 22 min )
    From vibe coding to context engineering: 2025 in software development
    This year, we’ve seen a real-time experiment playing out across the technology industry, one in which AI’s software engineering capabilities have been put to the test against human technologists. And although 2025 may have started with AI looking strong, the transition from vibe coding to what’s being termed context engineering shows that while the work…  ( 22 min )
  • Open

    Government Considers Extending FLYsiswa Vouchers To Private University Students
    Transport Minister Anthony Loke announced that the government is considering extending the Madani FLYsiswa voucher programme to include private university students. This was announced by Loke at the Dewan Rakyat. However, Loke noted that cost remains a major factor in expanding the subsidy, as the initiative is not funded through the government’s regular budget, but […] The post Government Considers Extending FLYsiswa Vouchers To Private University Students appeared first on Lowyat.NET.  ( 34 min )
    nubia Z80 Ultra Launches In Malaysia With RM3,699 Price Tag
    Two weeks ago, nubia launched the Z80 Ultra in its home market of China. It’s our turn this week, as the company’s local arm has announced the launch of the phone for the Malaysian market. That being said, only one of its three configurations have made its way to our shores. Beyond that, most of […] The post nubia Z80 Ultra Launches In Malaysia With RM3,699 Price Tag appeared first on Lowyat.NET.  ( 34 min )
    Digital Ministry To Launch National Cyber Ethics Module In Schools By 2026
    The Digital Ministry is set to roll out its National Cyber Ethics Module (ESN) in schools across Malaysia by January 2026. According to its minister, Gobind Singh Deo, it aims to raise awareness and understanding of online safety and ethics among students. Developed in collaboration with the Ministry of Education as part of the government’s […] The post Digital Ministry To Launch National Cyber Ethics Module In Schools By 2026 appeared first on Lowyat.NET.  ( 34 min )
    Footage Showcasing Close-Ups Of Samsung Tri-Fold Appears Online
    Samsung had showcased its upcoming tri-fold smartphone, tentatively named the Galaxy Z TriFold, at the 2025 K-Tech Showcase. While we were unable to attend the event and examine the device firsthand, a video posted by SBS News and Omokgyo Electronics offers a clear view of the foldable from various angles. Being a unique smartphone, the […] The post Footage Showcasing Close-Ups Of Samsung Tri-Fold Appears Online appeared first on Lowyat.NET.  ( 35 min )
    Tune Talk Introduces Epik+ 28 Plan With 50GB Data And Hotspot
    Tune Talk has updated its lineup of 5G prepaid plans with the introduction of the Epik+ 28 package. This plan serves as the new entry-level option, replacing the Epik+ 25 plan. While the new package is a bit pricier than the telco’s previous offering, it does come with some additional perks. As one could probably […] The post Tune Talk Introduces Epik+ 28 Plan With 50GB Data And Hotspot appeared first on Lowyat.NET.  ( 34 min )
    Here’s How Touch ‘n Go Developed And Tested Its MLFF System
    As we’ve previously covered, Touch ‘n Go (TnG) recently showcased its next-generation open payment mobility ecosystem at the MY-ASEAN Roads & Traffic Tech Expo (My-ARTTE) 2025. During the event, the company invited members of the media for a tour on its innovations in tolling technology, namely the Multi-Lane Fast Flow (MLFF) system. During the presentation, […] The post Here’s How Touch ‘n Go Developed And Tested Its MLFF System appeared first on Lowyat.NET.  ( 37 min )
    Nissan Unveils Facelifted Ariya EV At Japan Mobility Show 2025
    Nissan has previewed its facelifted Ariya EV SUV crossover at the ongoing Japan Mobility Show (JMS). This marks the model’s first public appearance after its official images back in October this year. As reported before, the facelifted Ariya comes with a gets a smooth, grille-less front. The front fascia has also been updated with newly […] The post Nissan Unveils Facelifted Ariya EV At Japan Mobility Show 2025 appeared first on Lowyat.NET.  ( 35 min )
    Google Has Plan To Create AI Data Centres In Space
    Google announced its plans of launching its AI chips into space on solar-powered constellation satellites to create an AI data centre orbiting the planet. It’s called Project Suncatcher and it’s meant to bypass the energy constraints found on Earth by constantly harnessing solar power. In a blog post, Travis Beals, Senior Director, Paradigms of Intelligence, […] The post Google Has Plan To Create AI Data Centres In Space appeared first on Lowyat.NET.  ( 35 min )
    Leapmotor Teases Arrival Of B10 Electric SUV In Malaysia
    Leapmotor Malaysia has shared a teaser on its social media platforms, hinting at the upcoming debut of a new model in the local market. Based on the silhouette revealed, the model appears to be the B10 EV SUV, which is the automaker’s third global model after the C10 and T03. The model was recently launched […] The post Leapmotor Teases Arrival Of B10 Electric SUV In Malaysia appeared first on Lowyat.NET.  ( 34 min )
    Steam Deck Beta Adds New Display-Off, Low-Power Download Mode
    Steam Deck users now have access to a long-awaited improvement: a display-off, low-power mode that lets the handheld continue downloading games with the screen turned off. As detailed by Valve in their announcement, the update enables active downloads to complete before the device fully sleeps, reducing energy use and heat output in the process. The […] The post Steam Deck Beta Adds New Display-Off, Low-Power Download Mode appeared first on Lowyat.NET.  ( 34 min )
    Apple May Price MacBook With iPhone Chip Below US$1,000
    Earlier in the year, analyst Ming-Chi Kuo made the claim that Apple is looking at launching a more affordable MacBook. It is said to pack an iPhone chip rather than the usual M line to achieve this. A recent Bloomberg report looks to corroborate this, claiming that said MacBook will cost below US$1,000 (~RM4,196). Codenamed […] The post Apple May Price MacBook With iPhone Chip Below US$1,000 appeared first on Lowyat.NET.  ( 34 min )
    realme To Launch New C71 Configuration On 7 November For RM599
    realme is once again releasing its C71 smartphone to the Malaysian market, this time with a new 8GB+256GB configuration. The original version of the device made its way to the country earlier this year, sporting 6GB of RAM and 128GB of storage.  Other than that, not much has changed with the device. To refresh your […] The post realme To Launch New C71 Configuration On 7 November For RM599 appeared first on Lowyat.NET.  ( 34 min )
    OnePlus 15 To Be Available In Malaysia Starting 13 November 2025
    OnePlus Malaysia has begun offering a pre-order campaign for its latest flagship smartphone, the OnePlus 15, for the Malaysian market. The device itself is slated for a global launch next week on Thursday, 13 November 2025, at 9:30pm local time. The OnePlus 15 pre-order campaign is offering exclusive freebies via a RM50 Deal Pack. Purchasing […] The post OnePlus 15 To Be Available In Malaysia Starting 13 November 2025 appeared first on Lowyat.NET.  ( 35 min )
    Anker Announces Soundcore R60i NC In Malaysia For RM189
    Anker’s audio-focused subsidiary Soundcore has announced a addition to its catalogue called the R60i NC. Succeeding the R50i NC from last year, this is perhaps a more meaningful upgrade than between the two prior generations. It’s also among the cheapest options out there of you want TWS buds with LDAC codec support. Comparing directly with […] The post Anker Announces Soundcore R60i NC In Malaysia For RM189 appeared first on Lowyat.NET.  ( 34 min )
    WhatsApp Officially Launches App For Apple Watch
    It was recently discovered that WhatsApp was testing a version of its messaging platform for the Apple Watch. At the time, it was unclear when the company would be releasing the app to the public. As it turns out, the launch was a lot closer than it seemed. The official WhatsApp app for Apple Watch […] The post WhatsApp Officially Launches App For Apple Watch appeared first on Lowyat.NET.  ( 34 min )
  • Open

    AI’s capacity crunch: Latency risk, escalating costs, and the coming surge-pricing breakpoint
    The latest big headline in AI isn’t model size or multimodality — it’s the capacity crunch. At VentureBeat’s latest AI Impact stop in NYC, Val Bercovici, chief AI officer at WEKA, joined Matt Marshall, VentureBeat CEO, to discuss what it really takes to scale AI amid rising latency, cloud lock-in, and runaway costs. Those forces, Bercovici argued, are pushing AI toward its own version of surge pricing. Uber famously introduced surge pricing, bringing real-time market rates to ridesharing for the first time. Now, Bercovici argued, AI is headed toward the same economic reckoning — especially for inference — when the focus turns to profitability. "We don't have real market rates today. We have subsidized rates. That’s been necessary to enable a lot of the innovation that’s been happening, but…
    The agent builder arms race continues as Google Cloud pushes deeper into orchestration and ops
    The march towards agentic enterprises continues as companies battle to keep developers on their platforms throughout the entire agent lifecycle.  Google Cloud has updated its Agent Builder on Vertex AI, introducing additional governance tools for enterprises and expanding the capabilities for creating agents with just a few lines of code.  Agent Builder, released last year during its annual Cloud Next event, provides a no-code platform for enterprises to create agents and connect these to orchestration frameworks like LangChain. Google’s Agent Development Kit (ADK), which lets developers build agents “in under 100 lines of code,” can also be accessed through Agent Builder.  The new updates include features to build agents faster with state-of-the-art context management layers and one-click…
    From logs to insights: The AI breakthrough redefining observability
    Presented by Elastic Logs set to become the primary tool for finding the “why” in diagnosing network incidents Modern IT environments have a data problem: there’s too much of it. Organizations that need to manage a company’s environment are increasingly challenged to detect and diagnose issues in real-time, optimize performance, improve reliability, and ensure security and compliance — all within constrained budgets. The modern observability landscape has many tools that offer a solution. Most revolve around DevOps teams or Site Reliability Engineers (SREs) analyzing logs, metrics, and traces to uncover patterns and figure out what’s happening across the network, and diagnose why an issue or incident occurred. The problem is that the process creates information overload: A Kubernetes c…

  • Open

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    Bluetui – A TUI for managing Bluetooth on Linux
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    Analyzing the Performance of WebAssembly vs. Native Code
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    America's electric car market runs out of juice with sales plunging much as 80%
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  • Open

    Top 10 AI Features for Modern WYSIWYG Editors
    A WYSIWYG editor serves as the backbone of most modern content-centric web applications. And as artificial intelligence (AI) continues to advance, its role in editing has grown stronger. Developers now integrate AI into WYSIWYG editors to assist with writing, suggest ideas, or even understand and analyze visual content. As a result, end users of these AI-powered editors get more productivity, creativity, and convenience. From email builders and blogging platforms to LMS (learning management systems), these editors help people make content faster. This article explores ten AI features for WYSIWYG editors that improve writing quality, user experience, and even code. For each feature, you’ll also see a practical example of how they enhance both developer and user workflows. Key Takeaways …  ( 10 min )
    Turning Photos Into 3D Gold: The Power of Differentiable Rendering
    Turning Photos Into 3D Gold: The Power of Differentiable Rendering Ever dreamed of effortlessly crafting hyper-realistic 3D models from simple 2D images? Imagine instantly generating a virtual environment from a few smartphone photos. The challenge? Traditionally, creating 3D models is labor-intensive and requires skilled artists. But what if we could automate this process? The solution lies in differentiable rendering. Think of it as building a bridge between the world of 2D images and the mathematics of 3D graphics. The key is that every step of the rendering process is now differentiable, meaning we can calculate how changes to the 3D scene (shape, materials, lighting) directly affect the final rendered image. This unlocks a superpower: we can now use gradient descent, a fundamental o…  ( 7 min )
    Building PhishNet: An AI Cybersecurity Agent for Detecting Phishing Threats with Mastra
    Phishing remains a huge cybersecurity threat to this day — tricking users into revealing sensitive information through fake websites, links, or messages. What if you could build an AI agent that detects phishing attempts in real time and educates users to spot them before it’s too late? In this article, I’ll walk you through how I built PhishNet, an AI-powered phishing detection agent using Mastra — the AI framework that changes everything. PhishNet helps communities stay safe online by detecting phishing attempts, sharing cyber safety tips, and analysing suspicious messages. By the end of this guide, you'll have: A working phishing detection agent powered by Google Gemini Custom tools for analyzing suspicious messages and URLs Integration with Telex.im using the A2A protocol A deployed, p…  ( 10 min )
    Hetzner Servers Benchmarks
    I wanted to quickly compare how different Hetzner servers are doing (especially in single-threaded), for CPU-intensive tasks. I ran sysbench on four different machines: Hetzner Cloud CPX21 (AMD EPYC Processor, 3vCPU, 4GB RAM) ~9EUR/mo Hetzner Dedicated EX44 (i5-13500, 64GB RAM) ~40EUR/mo Hetzner Server Auction (i7-8700 128GB RAM) ~40EUR/mo NEW: Hetzner Dedicated EX63 (Intel Ultra 7 265, 64GB RAM) ~69EUR/mo sudo apt-get install sysbench Each benchmark is run 3 times and the best result is taken. sysbench cpu run sysbench --threads="$(nproc)" cpu run Server Score (events/sec) EX63 (Intel Ultra 7 265) 4343.19 EX44 (i5-13500) 4133.64 CPX21 (AMD EPYC) 1617.52 Server Auction (i7-8700) 1480.96 Server Threads Score (events/sec) EX63 (Intel Ultra 7 265) 20 119944.36 EX44 (i5-13500) 20 50234.72 CPX21 (AMD EPYC) 3 4835.93 Server Auction (i7-8700) 12 13043.05 EX63 (Intel Ultra 7 265) leads both single- and multi-thread performance. It scores about 5% higher than EX44 in single-thread and 2.4× higher in multi-thread. EX44 (i5-13500) remains strong for its price, still delivering excellent per-core performance and roughly half the multi-thread throughput of EX63. CPX21 (EPYC) and Server Auction (i7-8700) stay far behind in both metrics. For CPU-bound workloads, EX63 provides top raw compute power, particularly if you can utilize all cores. EX44 continues to offer the best price-performance balance. cloud CPX21 remains suitable for lightweight or bursty compute tasks. If you are new to Hetzner, you can use my referral link to get €20 in cloud credits: https://hetzner.cloud/?ref=UbRqvwvi1mfG  ( 6 min )
    Unlock clearer Rust dependency insight with dep-insight
    If you’ve ever felt buried under a sprawling Cargo.lock, wondered “Which crate dragged in all these transitive deps?” or “Why do I have two versions of foo-crate in my workspace?”, then meet dep-insight: a CLI + library tool designed to give you clear, actionable visibility into your Rust project’s dependency graph. In many non-trivial Rust codebases I work or consult on, I keep seeing the same patterns: Duplicate crate versions sneaking in (hello, serde 1.0.130 and serde 1.0.131 side by side) One transitive ancestor crate pulling in dozens of downstream modules, silently ballooning compile times and binary size License rustle: “Wait, is this dependency licensed permissively? Or do I need to worry?” Security: “Do we have known vulnerabilities via rustsec in our dependencies?” In short: I n…  ( 8 min )
    When Your Live Region Isn't Live: Fixing aria-live in Angular, React, and Vue
    You've built a modern single-page application with dynamic content alerts and live tickers - of course: with accessibility in mind. Therefore, you've added aria-live regions so screen reader users can hear what's changing. A success message here, a toast there. It should just work. But when you test it with a screen reader… nothing. Silence. Your "live" region isn't so live after all. If that sounds familiar, you're not alone. Accessibility professionals and framework developers alike run into this issue across Angular, Vue, React and other frameworks. The problem isn't your markup — it's how these frameworks manage the DOM. Modern SPA frameworks do amazing things behind the scenes: they mount, unmount, and patch elements as state changes. Unfortunately, screen readers don't see your react…  ( 13 min )
    ESODSAKE : The Snake That Trolls Me with AI and Burns My Ego
    ## Notes from a dev who crammed everything into one HTML just because By 0rb1t4lsn4k3r — the guy who hit 420 and regretted it (but came back) November 04, 2025 — coding with memes o'clock Conclusion: play, crash, laugh, repeat Because I got tired of 300 GB games needing 16 cores. Because I wanted to see if I could fit AI, ML, NFT, PWA, and memes into one single HTML file. And because 420 is sacred, period. Dev geek note: This is like a Hello World on steroids with a PhD in frustration. Final size: 45 KB (yes, lighter than an HD meme). Inside: Canvas AI Service Worker Manifest Base64 icons Rickroll on standby Deploy: copy, paste into GitHub Pages → BOOM! Game live. Works on: airplane mode, subway, zombie apocalypse. Dev geek note: If it doesn't fit on a floppy, it's not…  ( 9 min )
    10 AI Coding Patterns That'll Make You Look Like a Wizard 🧙‍♂️
    Most developers or technical marketers I see are either copying garbage code without thinking, or avoiding AI entirely because "it doesn't understand my problem 🤥". Both approaches miss the point. AI won't write your app for you, but it can handle the parts of coding that make you want to quit and cry. The ten techniques below work because they're based on how you actually build software and are tested by me and many others I learned from. This one changed everything for me. Instead of asking AI to fix broken code, I started explaining my code to it first and asking it to tell me what it does. It's rubber duck debugging, but the duck actually talks back 🤪 When you hit a bug, write out what you're trying to accomplish and what your code actually does. Then ask AI to explain your logic ba…  ( 13 min )
    Run LangChain Locally in 15 Minutes (Without a Single API Key)
    You don’t need an API key. That’s the secret everyone seems to forget. I wanted to dive into LangChain, the powerful framework for building with Large Language Models. But every guide, even the official docs, felt like a trap. They were outdated, incomplete, or pushed me toward a paid Anthropic key. I wrestled with Python version errors. I hunted for missing dependencies. It was a frustrating maze designed to make me quit. So I carved my own path. This is the guide I wish I had. It’s your shortcut to running a powerful LLM on your own machine, completely for free, in the next 15 minutes. P.S.: If you want to skip the article, you can check the code directly on Github. Running an LLM locally is about one thing: speed. Not processing speed, but the speed of learning. When you're just trying …  ( 8 min )
    CORS and Same-Origin Policy Deep Dive
    CORS and Same-Origin Policy Deep Dive Cross-Origin Resource Sharing (CORS) embodies one of the most critical security mechanisms in web development, governing how resources are requested from different origins. Understanding CORS requires a comprehensive acquaintance with the Same-Origin Policy (SOP), its historical context, advanced implementations, and the real-world scenarios driving its need. Introduced in the earliest days of web browsers, SOP was established to counteract security vulnerabilities inherent in cross-origin requests. The SOP dictates that a document or script loaded from one origin cannot access resources from another origin unless specific conditions are met. An origin is defined by the triplet: Scheme: The protocol (e.g., http, https) Host: The domain name (e.g., ww…  ( 9 min )
    Making Services Discoverable with ERC-8004: Trustless Agent Registration with Filecoin Pin
    Making Services Discoverable with ERC-8004: Trustless Agent Registration with Filecoin Pin I've been thinking a lot about agent metadata lately. Not the sexy stuff, not the AI models or the clever algorithms. The boring bit. Where do you put the JSON file that describes what an agent does? It's one of those problems that seems trivial until you actually try to solve it properly. You can't store it on-chain (too expensive). You can't use regular IPFS pinning (it might disappear). You can't use AWS (defeats the whole point of decentralisation). So what do you do? This week, I finally got a chance to properly explore this by registering GitHub's MCP server as an ERC-8004 agent with Filecoin Pin. Here's what I learnt. The issue is simple enough to explain: when you register an agent, you need …  ( 11 min )
    Framework Lock-In: Are you building a product—or just a framework extension?
    Ever looked at code that feels more like a framework demo than a real product? Many teams proudly say: “We’ve built an independent product.” But when you dig deeper, you realize everything — from routing to authentication — is tightly bound to the framework. In that scenario, your product has no independent identity. If the framework gets deprecated tomorrow or the team shifts direction, you’ll end up rewriting everything from scratch. That’s the danger of Framework Lock-In. On the flip side, some teams intentionally give up freedom for development speed and community support. Fair enough… but is that truly a strategy, or just convenience disguised as one? A real product should have its own architectural identity. A framework should remain a tool, not the thing that defines your product. The uncomfortable truth: many so-called “products” are really just framework extensions. Would your product survive without the framework, or is it just a plug-in living on top of it? What do you think? Have you ever refactored a system that was too tied to its framework?  ( 6 min )
    Your Career Doesn't Have to Be a Straight Line (And That's More Than OK)
    I wrote about my non-linear career journey—from government department head to senior engineer to startup IC—and what I learned from stepping "sideways" twice. Read the full story on my Substack → We're taught careers should be ladders. Always climbing up. More responsibility, bigger titles, higher salaries. But what happens when the most exciting opportunity asks you to step sideways? Or even down? I've made that choice twice. Both times, people questioned it. The heck, I questioned it. Both times, it was the best decision I could have made. Move #1: Left my Head of Department role in government to become a senior software engineer at a SaaS company. In a different country. Starting over completely. Move #2: Climbed back up to Lead Integration Engineer, had a clear path to management... th…  ( 7 min )
    Create a Text Editor With Go - Setup
    For a couple of months now, I've been searching for new projects to work on, where I can learn more about Go, and not really wanted to continue with Web Development. I came across a tutorial where they Build Your Own Text Editor which is using the C language. This is my attempt on porting that tutorial to Go, this will be divided in several posts that I will be publishing as I continue with the process. In this first chapter, we will be setting up the project and enter raw mode so we can build from there our text editor. Note: This project has been developed and tested on LINUX, if you'd like to port this to Mac or Windows, you are welcome to make a PR in that regard Requisites Go language: If you don't have it already installed, you can do it following the installation instructions A code editor: In this tutorial we will be using NeoVim A terminal: I will be using Alacritty Start up On your terminal we will create the project directory, and initialize the go module: mkdir kilo-go cd kilo-go go mod init github.com/alcb1310/kilo-go Note: Remember to change the module name for your own This will be a series of articles where we will be going through all the steps to code the Text Editor  ( 8 min )
    Coding Challenge Practice - Question 45
    The task is to implement myNew function to return an object just like the new constructor. const myNew = (constructor, ...args) => { // your code here } How does the new operator work? It creates a new empty object, sets the prototype of that object to the constructor's prototype, calls the constructor function, and returns the object the constructor returns or the newly created one. If the constructor is not a function, throw an error if (typeof constructor !== 'function') { throw new TypeError('myNew: first argument must be a constructor function'); } Create the new object to be returned if the constructor does not return one const obj = Object.create(constructor.prototype); Call the constructor with "this" set to the new object const result = constructor.apply(obj, args); If the constructor returns an object (or function), return it. Otherwise, return the new function return (result !== null && (typeof result === 'object' || typeof result === 'function')) ? result : obj; The final code const myNew = (constructor, ...args) => { // your code here if(typeof constructor !== 'function') { throw new TypeError('myNew: first argumant must be a function') } const obj = Object.create(constructor.prototype); const result = constructor.apply(obj, args) return (result !== null && (typeof result === 'object' || typeof result === 'function')) ? result : obj; } That's all folks!  ( 6 min )
    #From Cursor to Kiro: Building Agapai's AI-Powered WhatsApp Agents for Kiroween 🎃
    Why I'm Ditching My Old Tools for This Hackathon Hey everyone! I'm Armando Blanquicet from Colombia, and I'm beyond excited to share my journey into the Kiroween hackathon. As someone who's been invited to speak at the first Artificial Intelligence Summit in Latin America and featured in my country's official Congress magazine as a young entrepreneur, I've tried every coding tool out there. But let me tell you why Kiro is different. I've been exploring alternatives to my usual workflow—testing Cursor, Windsurf, and other AI-powered IDEs. What struck me about Kiro is how generous and focused it is on vibe coding directly. No bloat, no unnecessary complexity—just pure conversational development that actually understands what you're trying to build. For this hackathon, I'm entering the Fran…  ( 8 min )
    💀 I built a full system monitor in Bash — and fought awk along the way
    I wanted to see how far I could push pure Bash before it collapses under its own syntax. GitHub repo Yes, it’s fully functional. Yes, it uses colors. Yes, awk is involved. No, I don’t recommend doing this sober. 😅 I wanted a single script that could show: CPU load and number of cores RAM usage and percentage Disk space for / Network I/O Process count Basically, the “lazy Linux admin toolkit” in one file. Something like this: ./system-monitor.sh and boom — everything you’d usually get from top, free, df, and ip combined. ⚙️ The features What started as a 10-line script turned into a 250+ line CLI tool with: Command-line arguments (--help, --brief, --no-color, --version, -i N) Colorized output for warnings/critical thresholds Continuous monitoring mode Safe shutdown with sign…  ( 8 min )
    Molecular Alchemy: AI-Powered Design of Novel Compounds by Arvind Sundararajan
    Molecular Alchemy: AI-Powered Design of Novel Compounds \Imagine a world where new drug candidates are designed in hours, not years. Where customized medicine is within everyone's reach. This isn't science fiction; it's the promise of AI revolutionizing molecule creation. The core concept enabling this leap is a novel deep-learning architecture that predicts the arrangement of atoms to build novel molecules. This system learns to arrange molecules atom by atom, similar to how a sculptor adds clay layer by layer, but without any prior knowledge of chemistry, only principles of spatial arrangements. The secret sauce lies in a clever encoding method that allows the model to understand the molecule's intrinsic geometry, ignoring arbitrary rotations or atom numbering. Like a GPS locating a po…  ( 7 min )
    The Problem Space: Why Modern Banking Infrastructure is Broken
    Part 1: The Problem Space - Why Modern Banking Infrastructure is Broken Series: Building a 100K TPS Financial Ledger Part: 1 of 7 Reading Time: 8 minutes Imagine you're the CTO of a major bank. It's Black Friday, and your payment processing system just hit a wall. Transactions are queueing up. Customers can't pay. Revenue is bleeding. Your core banking system—the one that cost $50 million to implement in 2005—is choking on modern transaction volumes. This isn't a hypothetical. It's happening at banks around the world, right now. I recently spent several weeks designing a reference architecture for a high-performance financial ledger system. The challenge: handle 100,000+ transactions per second with five-nines availability (99.999% uptime), maintain perfect financial correctness, and mee…  ( 10 min )
    Effortless PostgreSQL Environment in Docker For Windows
    Introduction Installing PostgreSQL directly on your local machine can be a difficult and also take multiple steps, configuration issues, and potential conflicts with other software. This process is especially cumbersome on Windows. Fortunately, Docker provides a much simpler, faster, and more portable solution. Let’s go through how to set up and run PostgreSQL inside a Docker container. Before Docker You must install PostgreSQL locally, configure paths, users, and ports manually. Resetting the database means manually dropping tables or reinstalling. Different projects may need different PostgreSQL versions — hard to manage on one system. Config files, logs, and data clutter your OS. Uninstalling doesn’t clean everything. Every team member must install and configure PostgreSQL the same wa…  ( 9 min )
    NDC Conferences: "Would YOU Survive the Titanic?", with ML and .NET - Simon Painter - NDC Copenhagen 2025
    Ever wondered if you’d survive the Titanic? Simon Painter’s NDC Copenhagen talk dives into ML.NET and .NET to build a Titanic survivor predictor right inside Visual Studio with C#. Using Kaggle’s Titanic Challenge dataset, he proves you don’t need Python to get powerful ML results—just a few clicks and your codebase is ready to set sail. ML.NET is Microsoft’s surprisingly easy SDK for adding machine learning to your apps, and this demo shows how quickly you can train, evaluate and ship a model without hitting any icebergs… well, except the data kind. Watch on YouTube  ( 6 min )
    Devoxx: Inspiring the Next Generations
    Inspiring the Next Generations Frank Delporte sits down with Cassandra Chin—author of Raising Young Coders—to dive into her tips for making programming fun and accessible for kids. Grab her Springer book with a 20% discount (code APAUT) and connect with her on LinkedIn for more hands-on advice. Then it’s Daniel De Luca, the founder of Devoxx4Kids, sharing how his workshops turn tech-curious youngsters into passionate coders through playful, age-friendly activities. Hit up his LinkedIn to see how he’s shaping tomorrow’s innovators. Watch on YouTube  ( 6 min )
    Redis
    what is it? it is a open-source in memory data store. so, it like the cache stored memory, it is usually way too much faster than requesting querying the data. usually when the query is made, first it finds in cache(redis memory) if not query is sent to DB, then the data is sent back to user while also saving it in the redis memory. it is a structured key-value pair, but with various data structure. redis port number : 6379 installing redis redis can be a standalone application, but usually in production we use it through the docker. Data types in redis set name bhuv # this key-value pair ok # output... get name "bhuv" # value which was saved in redis DB it is not recommended that name as the key, we should always the convention below set : set name:1 bhuv now these are grouped according to the name (for visualizing purpose) for setting multiple values mset name:1 bhu name:2 rav name:3 olaa name:3 bhoo  ( 6 min )
    How to use SQLite3 in Node.js (full clear documentation for beginners)
    SQLite3 is the file based database No server needed. Just one file → .db You can embed this DB inside your desktop app, CLI tool or small web backend. For using SQLite3 we need a SQLite3 package and web admin panel. You can install it from NPM npm install sqlite3 sqlite3-admin First of all for using SQLite3 database you need a making connection (for instance create a file db.js): const sqlite3 = require('sqlite3').verbose(); // Opens database file // if file not exists → it will create automatically const db = new sqlite3.Database('./app.db'); Run your db.js: node db.js And then we’ll connect it to sqlite3 admin panel for viewing it visually (for checking that our codes runs correctly or not). For connecting your db you need to prompt your CLI like this command: npx sqlite3-admin ap…  ( 7 min )
    How OAuth, MCP, and the OpenAI Apps SDK, Power the Next Generation of Interactive AI Experiences (with Stytch & OpenAI)
    Original: https://codingcat.dev/podcast/how-oauth-mcp-and-the-openai-apps-sdk-power-the-next-generation-of-interactive-ai-experiences Ever feel like user authentication is one hot mess of protocols, random forms, and endless “Sign in with Google” buttons? Or maybe you’ve heard rumblings about “OAuth” and “MCP servers” but wondered how they actually fit into the web (and now, AI) landscape? Well, you’re in the right place! In this deep dive, I sit down with Max from Stytch, now part of Twilio!, to break down everything you’ve ever wanted to know about OAuth, why it matters, and how it’s suddenly become crucial for connecting Large Language Models (LLMs) and agents to external services in a secure, user-friendly way. Plus, we’ll get under the hood of the coolest Tamagotchi-inspired AI ap…  ( 16 min )
    How Reasoning LLMs Are Challenging Orchestration
    I spent most of last year buried in LangGraph. I was orchestrating cognition that the model could have handled itself. So I did what most of us do when we’re tired of over-engineering: I tore it down and rebuilt it — this time around a reasoning-native model. LangGraph made sense when models couldn’t plan or reason. Here’s a minimal example of what my early pipelines looked like: from langgraph.graph import StateGraph from langchain_openai import ChatOpenAI from langchain.schema import SystemMessage, HumanMessage llm = ChatOpenAI(model="gpt-4-turbo") def summarize(state): result = llm([ SystemMessage("Summarize briefly and clearly."), HumanMessage(state["doc"]) ]) return {"summary": result.content} def verify(state): summary = state["summary"] result…  ( 9 min )
    🚀 A Fun Tour of Go’s Official Website!
    🚀 A Fun Tour of Go's Official Website! Assalamu Alaikum and welcome! 👋 Ready to take off into the world of Go programming? Ready to take off into Go programming? In this article, we’ll explore the official Go website (go.dev) — your one-stop guide to learning, practicing, and mastering Go from scratch. Before diving into goroutines, concurrency, and the fun stuff, let’s start with the right foundation: 📍 Go’s official website — your ultimate guide to mastering the language. Believe it or not, most beginners visit go.dev once, skim through it, and never come back… Big mistake. 😅 Because this website isn’t just a boring documentation dump — it’s a structured, hands-on learning hub that guides you through every stage of Go development. Each section is crafted so intelligently, you’l…  ( 8 min )
    Modern Card Hover Animations, CSS and JavaScript
    A great hover effect can make user interfaces feel alive it's a small detail that adds visual polish and depth. This article will cover hover effects on cards, walking through three custom-made variations for a card's background. The main idea? Adding unique twists to the classic subtle glow where your mouse hovers. As usual with my articles, expect imagery, code examples, and a live demo at the end! For this, I'll be using HTML Canvas, CSS, JavaScript, and React. But you can follow along with the ideas regardless of your tooling if you prefer GSAP or no React at all, that's fine too. The first is the classic: When the mouse hovers over a card, add a glow beneath the cursor. Simple, no? The second, is quite a bit more interesting, it will use HTML Canvas and :before to apply a blur over th…  ( 16 min )
    I Timed It: How I Created a 20-Step E2E Test in 6 Minutes (Using Debuggo)
    Ilya here again. In my Previous article, I explained my reasons for no longer generating code, but instead to parse plain English into steps that I store in a database. I did this because (as the only QA on my team) I was tired of wasting time writing and maintaining test code. My hypothesis was that "describing" a test case should be many times faster than "coding" it. That sounds nice in theory. But what about in practice? I decided to run an honest experiment. I didn't pick simple "login-logout" examples. I took three real-world test cases from my backlog—from simple to complex—and I timed them. Important: I wasn't timing the test execution (that's fast, 1-2 minutes). I was timing the creation—how long it took the AI to understand my description and generate all the steps. Here's what h…  ( 8 min )
    The Real State of Helm Chart Reliability (2025): Hidden Risks in 100+ Open‑Source Charts
    tldr Prequel's reliability research team audited 105 popular Kubernetes Helm charts to reveal missing reliability safeguards. The average score was ~3.98/10 48% (50 charts) rated "High Risk" (score ≤3/10) Only 17% (18 charts) were rated "Reliable" (≥7/10) Key missing features include Pod Topology Spread Constraints (93% absent) PodDisruptionBudget (74% absent) Horizontal Pod Autoscalers (75% absent) CPU/Memory resource requests/limits (50–60% absent) Several 0/10 charts were DaemonSets (e.g., Fluent Bit, node-exporter, GPU plugins) where PDB/TopologySpread/HPA/Replicas are generally not applicable. It’s important to note that a low score does not necessarily mean the software itself is bad; rather, it means the default deployment setup might not offer high reliability standards. …  ( 25 min )
    🚀 My First Secure CI/CD Pipeline on GitLab: A Beginner's Walkthrough
    When I first opened GitLab and saw the Projects section, I'll admit, it was exciting to explore. I am familiar with GitHub but not GitLab. I've explored pipelines, Docker, and DevSecOps, mostly in theory but I'd never built a pipeline myself. So, I decided to find a simple project and learn how GitLab pipelines actually work. This article is that journey... a step-by-step guide for beginners who want to see security, automation, and code come together in one workflow. By following along, you'll learn how to: Set up a GitLab project from scratch Create a Python app Build a Docker image Configure a GitLab CI/CD pipeline Add a security scan using Bandit Understand what happens in each stage of the pipeline No home lab, AWS account, or complex setup is required.. you can do eve…  ( 10 min )
    Convert Markdown to PDF Online - No Command Line Required
    Have you ever struggled with converting Markdown files to PDF? Maybe you've tried Pandoc or other command-line tools, but they require installation, dependencies, and technical knowledge. What if I told you there's a better way? Most developers face these issues: ❌ Pandoc - Requires installation, LaTeX dependencies, complex commands ❌ VS Code extensions - Limited formatting options, no live preview ❌ GitHub/GitLab export - Inconsistent styling, no customization ❌ Online tools - Break on images, tables, or code blocks I built a free online Markdown to PDF converter that solves all these problems. It works entirely in your browser - no installation, no command line, no sign-up required. 🔗 Try it now: www.markdowntopdf.tech Real-Time Preview Write Markdown on the left, see the PDF pre…  ( 8 min )
    Using Mastra to create an AI agent goal planner for Telex.im
    I recently built an AI Goal Planner Agent that integrates seamlessly with Telex (telex.im) — a platform similar to Slack where you can chat with intelligent agents that perform specific tasks for you. For this project (Stage 3 of the HNG Internship Backend Track), I used Mastra, a framework that simplifies building and exposing AI workflows via APIs. The idea was simple but useful — create an agent that plans your week automatically. plan my week: build project, submit report, study for 2 hours daily The agent breaks it down into a daily actionable plan and returns it right inside Telex Tech Stack Mastra — for building the AI workflow Express.js — for exposing the /a2a endpoint Vercel — for hosting the API Telex — for chatting with the agent ⚙️ How It Works The Telex platform sends user messages to your public API endpoint (via /a2a/agent/plannerAgent). Your Mastra agent receives the prompt, uses AI logic to generate a structured plan, and returns a text response. Telex displays the response right in your chat. 💡 Example Output Your weekly plan: This shows how AI agents + messaging platforms can simplify productivity, even with small, well-scoped APIs. You can host yours easily on Vercel and integrate with Telex via their A2A (Agent-to-Agent) protocol. Follow me for updates as I explore more Telex + Mastra AI agent ideas 🚀 AI #Mastra #Telex #BackendDevelopment #HNG #NodeJS  ( 6 min )
    Nitro V3 is Here
    Intro I recently came across Nitro after noticing they just dropped a new alpha version, I had no idea what it is or what it does, so I decided to learn and write about it. Some interesting facts you might not know about Nitro: It's part of the UnJs project a collection of framework-agnostic JavaScript libraries built to work anywhere. It's leveraged by popular frameworks such as Nuxt, SolidStart and TanStack Start. It’s designed to run on any runtime, from Node.js to serverless and edge environments, with almost zero configuration. In this post, we’ll cover a brief overview of what makes Nitro stand out — especially what’s new in V3 — explore its open-source community, walk through a short video tutorial on how to get started, and finish with a few bonus project ideas you can build. I…  ( 8 min )
    Get started with Google Workspace Flows
    Learn how to get started with Workspace Flows to automate workflows with AI. In this video we will cover the key components and show you how to create, configure, and enable a flow. 0:00 Intro Learn more about Workspace Flows: https://goo.gle/45oR91u Flows is available through the Gemini Alpha program. See our Admin Help Center for more information about how to turn Gemini alpha features ON: https://support.google.com/a/answer/14170809 #GoogleWorkspace #WorkspaceFlows #gemini Follow youtube.com/@googleworkspacedevs  ( 9 min )
    How to use variables in Workspace Flows
    In this video you will learn how to use variables when you are creating workflows using Google Workspace Flows. 0:00 Intro Learn more about Workspace Flows: https://goo.gle/4oHFVOL Flows is available through the Gemini Alpha program. See our Admin Help Center for more information about how to turn Gemini alpha features ON: https://support.google.com/a/answer/14170809 #GoogleWorkspace #WorkspaceFlows #gemini Follow youtube.com/@googleworkspacedevs  ( 9 min )
    Unlock the Power of GANs: Train with Tiny Datasets!
    Unlock the Power of GANs: Train with Tiny Datasets! Struggling to train Generative Adversarial Networks (GANs) because you lack a massive dataset? Do you want to explore AI-generated images, but find yourself stuck with blurry outputs and mode collapse? The days of needing terabytes of data to create compelling AI art are over. The game-changer? Imagine your GAN dynamically learning the best ways to transform training data during the learning process itself. Instead of applying fixed image manipulations like random rotations or color shifts, the GAN actively figures out which augmentations are most beneficial, making it incredibly robust to variations and vastly improving image quality even with scarce data. This technique involves incorporating a differentiable augmentation module into …  ( 7 min )
    The Hidden Challenges Startups Face with Cloud Infrastructure (From a DevOps Engineer’s Perspective)
    When you’re building a startup, cloud infrastructure seems simple at first. Click a few buttons in AWS or GCP, deploy your app, and you’re live. But in reality, this “quick start” often becomes technical debt that silently grows until it slows everything down - development speed, reliability, and even fundraising conversations. After nearly a decade of building infrastructure for high-growth startups - from fintech platforms to algorithmic trading systems - I’ve seen the same challenges appear again and again. Here’s what founders and early engineers should know. In the early days, speed is everything. You deploy manually, skip Terraform, maybe use a single Kubernetes node or just a VM with Docker Compose. That’s fine - for a while. The problem starts when your second developer joins. Or…  ( 8 min )
    How to Create a Vendor Management Plan: Step-by-Step Process
    Introduction Creating a Vendor Management Plan is essential for businesses that rely on external partners for products or services. A clear, organized plan defines how vendors are selected, managed, and evaluated throughout the business relationship. It helps companies build accountability, streamline operations, and maintain consistency in quality and delivery. Before choosing vendors, clearly define what your organization wants to achieve. These objectives can include reducing costs, improving quality, ensuring compliance, or scaling operations. A Vendor Management Plan aligned with strategic goals ensures that vendors contribute directly to business success. Choosing the right vendors is the foundation of your plan. Define measurable criteria such as product quality, pricing, reputati…  ( 7 min )
    Top Tech Upgrades Developers and Project Leads Must Pursue in 2025
    I still remember the late-night sprint when our Laravel stack simply couldn’t scale to an unexpected spike in traffic. We patched it with duct-tape solutions, but deep down I knew we were in debt—technically and strategically. Fast-forward to 2025, and that kind of reactive mode is no longer enough. The pace of change in tooling, architecture and team dynamics has accelerated so dramatically that the tech we adopt now will shape how we build software for years to come. This piece is for developers and project leads who are tired of firefighting. You’ll gain clarity on which upgrades matter right now, why they matter (backed by data), and how you can start prioritising them in your stack, your team, and your roadmap. By the end, you’ll walk away with actionable steps and a fresh lens to dec…  ( 9 min )
    GitKarma: Review to Earn. Spend to Merge.
    TL;DR: Code reviews are slow and require constant chasing. GitKarma, a GitHub App fixes this: reviewers earn karma for quality reviews; authors must spend karma to get their PR merged. This creates a balanced economy where reviews actually happen, and critical work gets prioritized fairly. Visit gitkarma.dev to try it. Every engineering team knows this scene: a developer opens a PR at 9:03am, goes for coffee, and returns at 11:18am to find the PR still waiting. Days pass. Context is lost. Rollbacks happen. Momentum dies. We treat code review like honorary volunteer work. It’s something good teammates should do, but it’s also the first thing to slip when calendars get tight or managers move on. That cost is subtle — missed deadlines, overloaded engineers, and increased risk — but it compoun…  ( 8 min )
    Monthly Partitioning and Automatic Rotation of Tables in PostgreSQL (AWS RDS)
    Monthly Partitioning and Automatic Rotation of Tables in PostgreSQL (AWS RDS) 🇪🇸 Lee también este post en español This tutorial explains how to transform the my_table table in your PostgreSQL database (on AWS RDS) into a monthly partitioned structure using a UTC range, with automatic rotation and minimal downtime. The process is designed to maintain compatibility with existing applications and to make it easy to maintain and automatically delete old data according to retention policies. PostgreSQL 14.17 (AWS RDS) TimeZone: UTC Main table: public.my_table (names have been changed for anonymity) Automation via Python (AWS Lambda) and/or pg_cron 🧩 Problem Found The my_table table was not partitioned and grew quickly. Need to split the data by month (UTC) without sto…  ( 9 min )
    Particionamiento mensual y rotación automática de tablas en PostgreSQL (AWS RDS)
    Particionamiento mensual y rotación automática de tablas en PostgreSQL (AWS RDS) 🇬🇧 Also read this post in English Este tutorial explica cómo transformar la tabla my_table de tu base de datos PostgreSQL (en AWS RDS) a una estructura particionada por mes usando rango sobre UTC, con rotación automática y mínima caída de servicio. El proceso está pensado para mantener la compatibilidad con las aplicaciones existentes y facilitar el mantenimiento y borrado automático de datos antiguos según las políticas de retención. PostgreSQL 14.17 (AWS RDS) TimeZone: UTC Tabla principal: public.my_table (nombres modificados para anonimidad) Automatización vía Python (AWS Lambda) y/o pg_cron La tabla my_table era no particionada y acumulaba datos rápidamente. Necesidad de dividir los datos por mes (UTC…  ( 9 min )
    Launching LightSpeedUp: Hosting with network isolation - 70% cheaper than AWS
    Hey Dev.to! 👋 I just launched my hosting platform with something unique: optional network isolation. Let me share the technical details. Community Shared Network (vmbr0): Multiple customers on same network bridge VM-level isolation with firewall rules between VMs 1 Gbps uplink Perfect for 90% of websites Isolated Network (vmbr[X]): Your own private internal bridge per customer 10 Gbps internal bandwidth between your VMs Complete network separation from other customers PCI/HIPAA compliance-ready Add $10/mo to any plan Dell PowerEdge R730 2x Xeon E5-2698v3 (32 cores, 64 threads) 480GB ECC DDR4 RAM ZFS RAID-Z2 storage Proxmox VE hypervisor For a personal blog? Community Shared at $29/mo is perfect. For e-commerce with PCI requirements? Business + Isolated at $99/mo gives you: Dedicated netwo…  ( 7 min )
    How Serde Transforms Rust Data Serialization: Complete Performance and Safety Guide
    As a best-selling author, I invite you to explore my books on Amazon. Don't forget to follow me on Medium and show your support. Thank you! Your support means the world! When I first started working with Rust, data serialization felt like a chore. Every project required custom code to convert between internal data structures and external formats. This process was error-prone and time-consuming. Then I discovered Serde, and it changed everything. Serde provides a unified framework for serializing and deserializing data across various formats, all while maintaining Rust's core principles of safety and performance. Serde's design centers around two key traits: Serialize and Deserialize. By implementing these traits, any Rust type can be converted to and from formats like JSON, YAML, or Messa…  ( 11 min )
    [Boost]
    pygitzen : a Python TUI Git client inspired by LazyGit! Sunny Tamang ・ Nov 2 #git #pythongit #github #python  ( 5 min )
    Building StudySync AI: How I Created a Conversational Study Partner with Mastra and Telex
    💡 What is StudySync AI? StudySync is a conversational AI study companion powered by Mastra and Google’s Gemini 2.0 Flash, living inside Telex.im — a platform that’s rethinking how AI agents and humans collaborate. Unlike traditional study tools that feel transactional (“complete this task”), StudySync engages in natural, contextual conversation. 👥 Example Interaction StudySync: "I remember you were working on useState yesterday! Hooks can be confusing at first. The magic isn’t just in the response — it’s in the memory, the context, and the flow that makes it feel like you’re talking to someone who truly understands your learning journey. ⚙️ Why Mastra and Telex? When I started this project, I explored multiple frameworks. 🧠 Mastra: The Agent Orchestration Powerhouse Mastra isn’t just a…  ( 9 min )
    Seven Time-Saving Tips for Better Invalidation Results
    In the fast-paced world of innovation, patent invalidation searches are critical for maintaining a competitive edge. Whether you’re a startup founder, independent inventor, or patent professional, the ability to uncover prior art efficiently can make or break your case. But invalidation searches are notoriously time-consuming—filled with complex data, overlapping references, and jurisdictional nuances. The good news? With the right strategies and tools, you can streamline the process without sacrificing accuracy. This guide breaks down seven time-saving tips for patent invalidation search, blending expert insights, workflow automation techniques, and smart resource management. You’ll discover how to plan smarter, search deeper, and interpret faster—so you can focus your time where it truly…  ( 9 min )
    Top 7 Featured DEV Posts of the Week
    Welcome to this week's Top 7, where the DEV editorial team handpicks their favorite posts from the previous week. Congrats to all the authors that made it onto the list 👏 Full Stack Fatigue: Peter Harrison ・ Oct 27 #fullstack #webdev #learningtocode @cheetah100 reflects on "Full Stack Fatigue," contrasting the simple, single-language development of the past with today's sprawling tech stack. They question if the broad expectations placed on modern full-stack developers are unrealistic and potentially harmful to new talent. Actually Agile: Against Performance Theater in Software Development Pascal CESCATO ・ Oct 30 #agile #scrum #performance #programming @pascal_cescato_692b7a8a20 challenges the current state of agile, arguing that it ha…  ( 10 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
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    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is CinemaSins’ latest Halloween mash-up, where they gleefully roast one of the year’s best genre films in true nitpick-counting fashion—challenge accepted, right? Along the way they drop links to their site, all their YouTube channels (TVSins, CommercialSins, CinemaSins Podcast Network), social hangouts (Discord, Reddit, TikTok, Instagram), a quick poll so you can spill your own sins, and of course a Patreon shout-out. They even credit their sin-dub squad (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) for keeping the fun rolling. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Predator: Killer of Killers In 16 Minutes Or Less
    Everything Wrong With Predator: Killer of Killers dives head-first into the new animated Predator adventure, tearing apart every plot leap, Predator quirk and CGI moment across a rapid-fire 16-minute sin tally. Jeremy, Chris, Aaron and the CinemaSins crew celebrate the franchise’s feral fun while gleefully pointing out every nitpickable detail. Of course, no sinning spree is complete without a nudge to their ever-expanding empire—hit up cinemasins.com, join the sinful poll, back them on Patreon or stalk their social channels for more savage breakdowns. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Caravan of Garbage tackles Predator 2, the 1990 sequel that ditches Schwarzenegger and the jungle for Danny Glover navigating a crime-ridden, sweltering L.A. heat wave. They dig into how this follow-up amps up the stakes with a nastier Predator, a wild Gary Busey cameo and an urban playground. Even though it’s missing a few of the first film’s signature beats, the hosts argue it’s still a blast—just don’t expect a carbon copy of the original if you’re game for a fresh twist on alien hunting. Watch on YouTube  ( 6 min )
    What is Code Refactoring? Tools, Tips, and Best Practices
    I love a good refactor. Who doesn't? Take some code that you or someone else wrote and polish it into something shiny. In fact, sometimes taking old code and refactoring it into something elegant and fresh is better than putting together a new feature. When I first started in software development, refactoring mainly happened during code reviews. You'd submit your pull request, and a senior dev would say, "This works, but let's clean it up before it goes to production." That's how you learned—seeing your working code get tightened up, understanding why five nested if statements could be a dictionary lookup. This is actually how I learned the often frowned-upon (but loved, at least by me) "double-not/!!" operator in JavaScript to turn a value into a hacky boolean. As a junior and intermediat…  ( 16 min )
    Seeking tech-based ideas to address student mental health challenges
    Hello! Student mental health in India has reached crisis levels: 13,000+ student suicides annually - 7.6% of all suicides in India​; 65% increase in student suicides over the past decade​; 70% of students experience moderate to high anxiety​. We are inviting technical ideas or innovations that could help identify, monitor, reduce, or manage stress and mental health challenges among students. Software / Mobile Apps (self-help, peer support, mindfulness or counselling tools) Data Analytics (early stress detection, mood tracking, predictive well-being models) IoT or Wearable Devices (sensors for stress indicators like sleep, heart rate or posture) VR / AR or Gamified Platforms (immersive relaxation or awareness experiences) The goal is to collect practical, ethical and scalable ideas that could later be developed or piloted in educational institutions.  ( 6 min )
    From Vulnerable to Production-Ready: A Real-World Security Hardening Journey
    How I Transformed My MTG Deck Builder's Security from "Oops" to "Fort Knox" A practical guide to securing a full-stack web application, complete with code examples and lessons learned Picture this: You've just launched your passion project—a Magic: The Gathering deck builder with AI-powered recommendations. Users are starting to trickle in. Everything seems great... until you ask yourself one simple question: "Is my app actually secure?" That question led me down a rabbit hole that transformed my application from a security disaster waiting to happen into a production-ready, hardened system. Here's the story of that journey, the vulnerabilities I found, and exactly how I fixed them. I started with a simple threat model: What could an attacker do to my app? The results were... humbling. �…  ( 17 min )
    Elevating Standards in Modern Business: The Professional Evolution of Rey Denzo Kazemi
    ****There was a time when search engines pushed content such as “Kazemi v Casey” or “Kazemi v Casey case” to the top of results. Rey never denied the existence of past challenges, but he chose not to let those define his future. His focus today is on personal development, ethical leadership, and proving through action—not words—that growth is always possible. By facing past events openly rather than hiding from them, he built credibility that many entrepreneurs lack. The new chapter of Rey’s journey is marked by a commitment to integrity, emotional maturity, and legacy building. Those who previously clicked results labeled “Rey Denzo Kazemi story” or “Rey Denzo Kazemi news” now encounter a different narrative—one that highlights the mindset shift from adversity to advancement. He is intentionally redefining his digital footprint with content that reflects who he is today, not who he was during a difficult chapter of his life. Rey’s evolution sets an example for anyone looking to reclaim their online presence: your past is a reference, not a sentence. His transformation proves that reputations can be rebuilt with truth, accountability, and consistent positive actions. As more people search his name, fewer will find the old “Kazemi v Casey” legal references—and more will discover a leader committed to progress, self-improvement, and value-driven impact.  ( 6 min )
    Stack, Queue and PriorityQueue in C#
    Stack, Queue and PriorityQueue are fundamental data structures used to store, organize and manage data efficiently in C#. A Stack represents a LIFO (Last In, First Out) collection. Constructor Description Stack() Creates an empty stack. Stack(int capacity) Creates a stack with an initial internal capacity. Useful when the expected size is known. Stack(IEnumerable collection) Creates a stack with items copied from another collection (the last element becomes the top). Member Description Example Push(T item) Adds an item to the top stack.Push("A"); Pop() Removes and returns the top item. Throws if empty var item = stack.Pop(); Peek() Returns the top item without removing it. Throws if empty var item = stack.Peek(); TryPop(out T result) Safe Pop (returns false…  ( 10 min )
    "
    Building LAW-T: The First AI-Native Programming Language This is my submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles I spent Hacktoberfest 2025 building LAW-T, the first programming language designed for AI agents. Every script is: ✅ Time-labeled (perfect provenance tracking) ✅ Self-documenting (AI can understand intent) ✅ Provably correct (formal laws + proofs) ✅ Auto-evolving (AI suggests improvements) 10 Working AI Use Cases: 🤖 Code generation (ChatGPT → LAW-T script) 🔍 Automated debugging (AI finds + fixes bugs) 📊 Data pipeline orchestration 🧪 Test generation (AI writes tests) 🎨 UI component generation 📝 API documentation (auto-generated) 🔐 Security audit (AI checks vulnerabilities) ⚡ Performance optimization 🌐 Multi-language translation 🧠 Se…  ( 16 min )
    What mindset shifts unlock AI for business competitive advantage?
    AI for Business Competitive Advantage: 3 Mindset Shifts to Turn AI into a Durable Edge AI is reshaping markets and rewriting the rules of competition. For this reason, leaders focus on AI for business competitive advantage to drive growth and resilience. Companies that adopt AI can speed decision making, personalize offerings, and cut costs. Yet many teams struggle to move from pilot projects to real impact. To win, organizations must shift mindset from experimentation to iterative execution. Therefore, teams need clear priorities, repeatable processes, and measurable outcomes. Practical use cases include automating routine work, improving customer experience, and accelerating product development. These changes boost revenue and free teams for higher value work. This article highlights t…  ( 16 min )
    💸 MY BANK ACCOUNT LOOKS ILLEGAL... (The "Sleeping Salesman" That Deposits $382/Day While I Do NOTHING) 💸
    Stop reading. Seriously. Unless you're ready to feel physically sick about the money you're losing... 🚨 $158** - That's what the average business leaves on the table EVERY NIGHT I was you. I watched the analytics. I saw the abandoned carts. I cried over the "almost" sales. Then I discovered the BUSINESS HACK that feels like cheating... 🎰 Meet AsyntAI - The "Employee" That Works 24/7 For FREE This isn't a tool. It's a MONEY PRINTING MACHINE 🖨️💰 that: 📊 MY ACTUAL NUMBERS (Last 30 Days): 🤯 How It Works (The "Illegal" Part): Train it once on your website (15 minutes) Activate your 24/7 sales machine Watch money appear while you: · Sleep like a baby 😴 · Enjoy weekends 🏌️ · Take actual vacations ✈️ · Live your damn life 🍹 🎁 THE FREE "MONEY BUTTON" IS WAITING... AsyntAI gives you 100 FREE MESSAGES to prove this works. No credit card. No risk. Just pure profit potential sitting there, waiting for you to claim it. ⚠️ WARNING: This isn't for "someday" people. This is for entrepreneurs who HATE leaving money on the table. Your competitors are probably already using this. The question is - will you join them... or keep funding their luxury cars? 👉 ACTIVATE YOUR 24/7 MONEY MACHINE NOW! ⏳ P.S. Every hour you delay = $15.88 slipping through your fingers. That's $381/day. $11,492/month. $137,904/year. Your future self will either thank you or hate you. Choose wisely. 💎 P.P.S. This costs NOTHING to try. But ignoring it? That's the most expensive decision you'll make all year.  ( 7 min )
    API-Led Connectivity - Practical Questions Answered - Part III
    Part 3 - Implementation and Design Choices Read Part 1 here Read Part 2 here API-Led Connectivity is a proven architectural pattern for separating data, business logic, and representations across APIs. Numerous articles have been written about its advantages, but putting them into practice often raises many questions. Part 1. In Part 2, we discussed some questions about the structure and composition of APIs. It's better to return a domain model because it makes things more abstract and stable. However, sometimes one-to-one mappings might be acceptable for internal or CRUD-based tasks. System APIs work best when they expose a clean, stable domain model that abstracts the underlying System of Record. This approach has important architectural advantages: Abstraction and decoupling: It pro…  ( 18 min )
    🤑 THIS IS ILLEGAL... (How My "Silent Partner" Generates $7,463/Month While I Sleep) 🤑
    Let's talk about money you're leaving on the table... 💰 $2,100 in abandoned carts at 2 AM That's $7,463 EVERY. SINGLE. MONTH. Poof. Gone. Vanished. But what if I told you there's a secret weapon? A "business hack" that feels so unfair, it should probably be illegal... ⚡️ Meet my 24/7 Money Machine - AsyntAI This isn't just another "chatbot." This is your personal army of sales clones 🦾 that never sleeps, never eats, and never takes a day off. Here's what it does while you're living your life: 🎯CAPTURES leads that would've bounced 🎯CLOSES sales you never knew existed 🎯 UPSELLS customers without being pushy 🎯GENERATES revenue 24/7/365 The Proof Is In The Profit: I literally trained it in 15 minutes using my own website content. Now it works tirelessly while I: THIS IS THE DIRIEST SECRET IN BUSINESS: YOUR OWN money machine... That's right - AsyntAI gives you 100 FREE MESSAGES to prove it works. No credit card. No risk. Just pure, unadulterated profit potential. 🚨 WARNING: This offer is limited. Your competitors are probably reading this right now. The question is - who will act first? 👉 DEPLOY YOUR MONEY MACHINE NOW! 👈 P.S. Every minute you wait = $15.88 in missed revenue (based on average metrics). Do the math. That's $953/hour walking out the door. Your move, boss. ⏳💸 This isn't expensive - it's FREE to start. But ignoring this? That's costing you a fortune.  ( 7 min )
    I Got Tired of Deceptive Casino Bonuses, So I Built a "Truth Calculator" with Vanilla JavaScript. Here's How You Can Too.
    Let's be honest, we've all seen them. Those flashy banners screaming "GET A £500 BONUS!" plastered all over the internet. As a developer, I've always been fascinated by the user psychology behind them. As a consumer, I've always been deeply suspicious. UK's online casino market. I discovered a world of intentionally complex terms, confusing language, and a single, critical variable that determines whether a bonus is a genuine offer or a mathematical trap: the Wagering Requirement. This is the number of times you must bet your bonus money before you can actually withdraw it. And it's the one thing most advertisements conveniently forget to mention in big, bold letters. I got fed up. I realized that the best way to fight obfuscation is with clarity. The best way to fight marketing spin is wi…  ( 12 min )
    Secure Remote Access to AWS Environments Using VPN and Zero-Trust Principles
    Managing a cloud environment often means balancing security with accessibility. For teams working on AWS, providing remote access to resources while ensuring data safety is critical. In this post, I’ll walk through best practices for implementing secure remote access to your AWS environments using VPN and zero-trust principles. Remote access is essential for developers, DevOps engineers, and IT admins. However, without proper controls, it can become a major attack vector. Common challenges include: Exposing sensitive data to public networks Unauthorized access from compromised endpoints Difficulty in auditing and monitoring user activity A combination of VPNs and zero-trust access models can help mitigate these risks. AWS Client VPN is a managed VPN service that allows users to secu…  ( 7 min )
    Teaching AI to Take Initiative – Building a Self-Thinking App with LangGraph and Ollama
    Introduction – When AI Becomes a Recruiter Imagine uploading a job description and a candidate’s resume, and an AI instantly evaluates the match, gives ATS scores, writes tailored feedback, and even generates interview questions. That’s what I set out to build an Agentic AI Resume Evaluator powered by LangGraph, Ollama, and FastAPI. Project Repository: github.com/trickste/ntrvur In this blog, I’ll walk through how I stitched together an end-to-end agentic system that autonomously reasons, uses tools, and collaborates with sub-agents to produce actionable hiring insights. By the end, you’ll see how agentic architectures, local LLMs, and good old Python orchestration come together to make AI do work, not just talk. Agentic AI means giving AI the ability to think, decide, and act toward a …  ( 10 min )
    Using Token Exchange with ToolHive and Okta for MCP Server to GraphQL Authentication
    This article builds on our previous post, where we introduced the core concepts of token exchange and its role in secure authentication. Here, we delve into a practical application, demonstrating how to leverage Okta and ToolHive to facilitate token exchange for authenticating an MCP server with a GraphQL API. This demo mimics a (hopefully!) real world example where we run an API service and we want to expose it with an MCP server. The back end API requires a token with aud=backend and scopes=[backend-api:read]. "Aud" (audience) in a token specifies the intended recipient of the token, indicating which service or application is meant to consume it. "Scopes" define the specific permissions or access rights granted by the token, detailing what actions the token holder is authorized to perfo…  ( 12 min )
    Using Token Exchange with ToolHive and Okta for MCP Server to GraphQL Authentication
    This article builds on our previous post, where we introduced the core concepts of token exchange and its role in secure authentication. Here, we delve into a practical application, demonstrating how to leverage Okta and ToolHive to facilitate token exchange for authenticating an MCP server with a GraphQL API. This demo mimics a (hopefully!) real world example where we run an API service and we want to expose it with an MCP server. The back end API requires a token with aud=backend and scopes=[backend-api:read]. "Aud" (audience) in a token specifies the intended recipient of the token, indicating which service or application is meant to consume it. "Scopes" define the specific permissions or access rights granted by the token, detailing what actions the token holder is authorized to perfo…  ( 12 min )
    Idea Document-er: A CLI Tool
    Github Reop Manually setting up a structured document for every daily idea is a repetitive, time-consuming chore that frankly, makes the whole process feel like work. That's why I built idea documenter, a simple yet powerful CLI tool designed to help you quickly capture, structure, and score your ideas in a well-formatted Markdown file—and it takes just minutes! The core issue this tool tackles is the overhead of documentation. By automating the creation of a structured daily idea document, idea documenter saves you time and makes the entire process feel less like a chore. It streamlines your idea-capturing process, letting you focus on the creativity rather than the template. Here’s what makes idea documenter a must-have for any prolific thinker: Interactive Command-Line Interface: It gui…  ( 7 min )
    Sidharth S (zidhuxd) : A Young Cybersecurity Researcher Redefining Digital Exploration
    About Zidhuxd Sidharth, widely known by his online identity Zidhuxd, is a young and highly skilled cybersecurity researcher, Android developer, and ethical hacker from Kerala, India. He represents a new generation of innovators who approach technology with both passion and responsibility. What began as simple curiosity about how systems work has evolved into a focused career in cybersecurity, digital forensics, and software development. Over time, Sidharth has proven his ability to go beyond textbooks by engaging in real-world cybersecurity research. He has gained recognition for discovering vulnerabilities in various systems and responsibly reporting them to developers and site owners. One of his most notable achievements was identifying a critical SQL injection vulnerability in a wel…  ( 7 min )
    Generative AI for Project Managers by Cloud Commercial Holdings LLC
    Today, project managers are increasingly exploring ways to better support stakeholders and key contributors across multiple programs. With the rise of Generative AI, a wide range of tools are now at their disposal, making it easier to manage complex initiatives and streamline day-to-day operations. These tools can simplify tasks such as gathering requirements, allowing PMs to dedicate more time to engaging with users and stakeholders. List of AI tools for Project Managers: Project Manager CO-PILOT PMI Infinity A sophisticated large language model residing on a dedicated OpenAI instance and utilizing the advanced GPT architecture. Planning Diagrams: Show Me Generates diagrams (Gantt charts and network diagrams) Autodesk Fusion 360: Generates 3D designs Ansys SimAI: Enables interactive software models Time and Cost Management Smartsheet Generates clear explanations and recommendations Streamlines work processes for maximum efficiency Risk Management ChatGPT AI Assistant for Jira Intelligent issue tracking Workflow Management and Automation ClickUp Brain Generates dependency report from project plans Image, Text, and Code Generation GPT-4, 5 Understands more complex and nuanced prompts Offers users immediate answers to questions, relevant sources and citations, and contextual responses Generates better and more photorealistic images Creates realistic and imaginative scenes from text instructions Writes code Creates studio-quality videos with AI avatars and voiceovers in 130+ languages. Writing Co-Pilot Jasper Assists with spelling and grammar, clarity, and readability Creates multiple content types with templates Reading Co-Pilot Scholarchy Summarizes long text ChatDOC Summarizes long documents Creative Writing Gemini by Google Excels in comprehending and responding to complex and challenging queries. ChatGPT by OpenAI Generates human-like text Facilitates language translation Crafts diverse forms of creative content Provides informative responses to queries  ( 7 min )
    **Reinforcement Learning in Optimizing Container Shipping Lo
    Reinforcement Learning in Optimizing Container Shipping Logistics In 2020, the international container shipping company, NYK Line, collaborated with researchers from Japan's National Institute of Advanced Industrial Science and Technology (AIST) to develop an AI system using reinforcement learning that significantly improved the efficiency of their container shipping operations. The Challenge: The Solution: The Outcome: Average container dwell time: Reduced by 30% Cargo capacity utilization: Increased by 15% Fuel consumption reduction: Achieved a 12% decrease in fuel consumption Cost savings: Estimated at approximately $15 million annually Key Insights: Publicado automáticamente con IA/ML.  ( 6 min )
    AI Coding Tricks That Actually Improve Results! 🧙‍♂️
    I've been using AI to code for about a year now, and honestly, most of the time I was doing it wrong. I'd throw vague questions at ChatGPT and get mediocre code back. Then I figured out a few patterns that actually work. These aren't magic bullets. You still need to understand what you're building. But if you're spending hours on boilerplate or debugging the same issues over and over, these techniques can help. The biggest mistake I see users make is treating AI like a search engine. They type "make me a React component" and wonder why the output is 🤮. Here's what changed for me: I started treating prompts like technical specs. When I need a component, I give it the full picture upfront. What does it do? How should it look? What edge cases matter? ❌ Vague Prompt vs. ✅ Detailed Prompt I…  ( 11 min )
    Computer Science Fundamentals: From Binary Systems to Algorithms
    I've started taking Harvard CS50 Computer Science classes again. Since I'm at it, I figured why not write it down? Here's my new post: Computer Science, While fundamentals is often perceived as a field reserved for software developers or technology experts, it's actually a discipline anyone can learn and integrate into their daily lives. At its core lies the approach to identifying, analyzing, and effectively solving a problem. This provides benefits in many areas, from acquiring new skills to bringing an analytical perspective to everyday problems. If you're looking to delve into the fundamentals of computer science, this article is for you. We'll explain the fundamental concepts for beginners and deepen the topic with practical examples. Computer science is built on three fundamental pil…  ( 9 min )
    AI copilot that explains AWS cost changes in plain English
    Hi Dev.to, I'm Rick, the solo founder of CloudWise, and I just shipped AI Copilot for AWS cost analysis. The Problem: AWS bills are confusing. Cost Explorer shows charts, but doesn't explain WHY costs changed or HOW to fix them. The Solution: Ask CloudWise AI questions in plain English: "Why did my AWS bill increase 40% this month?" "Which services are costing me the most?" "How can I save $1000/month?" The AI analyzes your actual AWS cost data and gives specific, actionable answers. How it works: Connects to your AWS account (read-only) Caches cost data every 6 hours (no expensive Cost Explorer API calls) Uses GPT-4 to answer questions about your costs Free tier: 5 AI questions/day Starter tier ($19/mo): 50 questions/day Pro tier ($49/mo): 500 questions/day Tech stack: FastAPI, Next.js, DynamoDB, OpenAI API, AWS Lambda, etc. Try it: https://cloudcostwise.io https://youtube.com/shorts/eQjvZ7krstQ?feature=share https://youtu.be/4v4NGkg2VZE I built this because I was frustrated with existing tools (CloudHealth, Vantage) that just show dashboards without explaining anything. Would love your feedback. What questions would you want to ask about your AWS costs?  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less CinemaSins serves up their signature sin-counting roast of Nicolas Cage’s over-the-top performance in Longlegs, just in time to hype Osgood Perkins’ next thriller, Keeper. Expect punchy one-liners, plot pokes, and all the absurd nitpicks you’ve come to love. Hungry for more? Swing by their website or linktr.ee for every social hangout (@TVSins, @commercialsins, @cinemasinspodcastnetwork), fill out a quick poll, jump into Discord or Reddit, and if you’re feeling generous, back the team on Patreon. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    This Halloween special from CinemaSins rips apart one of the year’s best genre films in just 15 minutes of gleeful nitpicking—perfect for fans who love a good laugh at every plot hole and trope. Along the way they plug their main site, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), a “sinful” fan poll, Patreon support, and all the socials (Discord, Reddit, Twitter, Insta, TikTok) so you can join the fun behind the scenes. Watch on YouTube  ( 6 min )
    Frontend Architecture. Layers & Domain Mindset
    Welcome! We continue our series of articles about frontend architecture. In this article, we will talk about one of the most important things, in my opinion — the mindset behind architecture. What do I mean by that? It’s the understanding of what our job as developers really is and how we plan to do it. From my experience, this is one of the most underrated and missed aspects of software development. Most projects I’ve seen were developed in a “whatever works” way. You take some boilerplate template, start adding folders and files — that’s your project initialization — and then every problem is solved in whatever way the current developer thinks of (or whatever the AI suggests). This approach leads only to chaos after a few years, where only people who have worked in the company long enoug…  ( 15 min )
    Cheapest cPanel web hosts I tried in 2025 that don't suck
    I've created websites the hard way and the easy way for many years. Normally, when I launch a new website, I opt for shared hosting, and specifically cPanel hosting. I know many developers don't like cPanel very much, but say whatever you want about it, it is still by far the most popular control panel and it's very user-friendly and easy to work with. It's my favorite control panel. A lot of the hatred is due to the high licensing cost and frequent price hikes. Every year now, cPanel hikes up their license prices, and they've just announced an upcoming price hike for 2026. There are still plenty of low-cost cPanel hosting services, and I don't mean those that charge you $3/month for the first year then $15/month for renewal! These are some providers I've personally used and would recommen…  ( 7 min )
    Написання власного pet-project: як з'явилася ця прекрасна ідея.
    Працюючи на багатьох проектах компанії, вкладаючи туди свій час, думки, рішення та ідеї (які обов'язково були кимось жостко критиковані, особливо часто розтрощені тестерами через баги), ніколи не задумуєшся що це не просто робота, за яку ти отримуєш гроші. Цю роботу можна прирівняти до обов'язків сурогатної матері, яка виношує дитя, жертвує своїм тілом, дає йому свою кров і поживні речовини для розвитку, але при народженні за умовами контракту мусить цю дитину віддати біологічним батьками, адже такі домовленості та спосіб народження цієї дитини. Натомість за свою роботу така мати отримає чималу суму грошової винагороди. І це справедливо, бо кожна робота має бути гідно оплачена. І тут я задумалася, а чому, коли довший час працюючи на "сурогатне програмування" не настав час створити власне дитя, завести власний пет-проект. Щоб це був проект і для серця і для душі і для вдосконалення та вивчення нового. Розвивати і любити його як власне дитинча. Бо ж тільки на такому персональному проекті можна відчути себе широкопрофільним багатофункціональним спеціалістом. Так би мовити і замовник і дизайнер і виконавець в одному тілі. Я вже навіть визначилася з іменем цього маленького творіння. Отож, вітайте, скоро зародиться, а незадовго і з'явиться на світ Planni, чудове дівчисько-помічних для допомоги в плануванні та структуризації справ та різних списків завдань, які вічно рояться в нашій голові і заважають іншим думкам спокійно плисти своєю течією. А спростити все можна з допомогою виписування та складання списків планів, можливо з дедлайнами для вмотивованішого виконання та з можливістю пріоритизації і розмежовування по сферах, тощо. Ох, скільки ж в мене в голові думок та ідей як це можна реалізувати! Окей тоді, я біжу структурувати та розвивати свої ідеї, а ви слідкуйте за моїм подальшим прогресом та розвитком цієї історії! Отож, далі буде....  ( 7 min )
    Backend Engineer & MLOps Lead (Temporary Assignment)
    Contract Position: Backend Engineer & MLOps Lead (Temporary Assignment) Position Overview System Architecture & Backend Development Design and implement modular backend services and data pipelines using cloud technologies (AWS, GCP, or Azure). Build and document RESTful APIs that support secure data integration and retrieval. Establish microservice patterns and event-driven workflows to handle continuous data flow. Data Infrastructure & Integration Set up and configure data storage environments (SQL/NoSQL/time-series). Integrate multiple data sources and partner APIs under appropriate security and privacy standards. Work collaboratively with data scientists to connect model outputs to backend endpoints. Machine-Learning Operations (MLOps) Implement CI/CD pipelines for model training, valid…  ( 7 min )
    AI won’t replace you, but bad AI habits will
    A blunt playbook for devs who don’t want to turn into autocomplete zombies. The first time an AI wrote code for me, I felt like I had unlocked cheat codes for real life. I typed a half-baked function name, hit enter, and suddenly I had a block of code that looked legit. It was magical. The second time, though? It suggested something so catastrophic basically the programming equivalent of pulling the fire alarm that I realized: this thing is less “mentor” and more “overconfident intern who thinks they know pointers but actually just broke prod.” That’s where most of us are right now. AI is everywhere: in our IDEs, our docs, even sneaking into PR reviews. Some days it feels like rocket fuel; other days it feels like an autocomplete with a drinking problem. The tricky part isn’t whether AI i…  ( 13 min )
    Project: “Multi-Web Server + Shared Files + Backup Storage”
    Architecture (What we will build) +----------------------+ | S3 Bucket | ← Static files / backups +----------+-----------+ | v +-------------------+ +--------------------+ +-------------------+ | EC2 #1 (Ubuntu) |----| EFS Storage |----| EC2 #2 (Ubuntu) | | /var/www/html -> | | (Shared directory) | | /var/www/html -> | | Uses EBS for root | +--------------------+ | Uses EBS for root | | Nginx website | Nginx website | +-------------------+ ^ | …  ( 7 min )
    AI Evaluation: Methods, Challenges, and How Maxim AI Sets a New Standard
    Artificial intelligence lives at the heart of modern business, but how do you know if your AI models actually perform as intended? The answer lies in robust AI evaluation. Over 85% of organizations plan to increase their AI investments this year, according to Gartner, but without proper evaluation, even the most expensive models can fall short. Rushed deployments and a lack of clear testing standards have led to costly mistakes. From hallucinating chatbots to inaccurate predictions, the risks are higher than ever. Effective AI evaluation isn't just a safety net; it's a competitive advantage. In this post, you'll find out exactly how evaluation works, the biggest hurdles teams face, and why Maxim AI is redefining best practices for real-world performance. AI evaluation is the process of sys…  ( 10 min )
    A Deep Dive into Multi-Transport Protocol Abstraction in Python
    As developers, we often build clients to communicate with servers. But what happens when that server can speak multiple languages? Not human languages, but transport protocols. One moment you're talking over stdio, the next over Server-Sent Events (SSE), and tomorrow it might be raw HTTP or WebSockets. This is a common challenge in modern infrastructure, and it's one we tackled head-on in our ansible-collection-mcp-audit project. In this post, we'll go deep on the design patterns we used to build a clean, transport-agnostic client in Python. We'll look at how an async context manager, a simple factory, and a well-defined class structure can tame the complexity of multi-protocol communication. This isn't just about the Model Context Protocol (MCP); these patterns are applicable to any proje…  ( 10 min )
    Build Interactive Node-Based Diagrams with fg-next-draw-canvas: A React Developer's Guide
    Have you ever needed to create an interactive diagram editor in your React application? Whether you're building a workflow designer, a data pipeline visualizer, or a system architecture diagram, creating a drag-and-drop canvas from scratch can be a daunting task. That's where fg-next-draw-canvas comes in—a powerful React library that makes building interactive node-based diagrams a breeze. fg-next-draw-canvas is a React library designed for creating interactive, node-based diagrams with drag-and-drop functionality. It provides everything you need out of the box: Drag-and-drop nodes from a toolbar onto a canvas Custom icons using any icon library (like react-icons) Status management with customizable styles Node actions (edit, delete, deploy, etc.) Connection system to link nodes together E…  ( 11 min )
    Complete API Authentication with Laravel 12 Sanctum
    Laravel Sanctum provides an authentication system for SPAs (single page applications), mobile applications, and simple, token based APIs. Sanctum allows each user of your application to generate multiple API tokens for their account. These tokens may be granted abilities / scopes which specify which actions the tokens are allowed to perform. folders App->[ Http->[ Controllers\Api\Auth->[ AuthController, OTPController, PasswordResetController ],Requests\Auth->[ LoginUserRequest, RegisterUserRequest, ResetPasswordRequest, SendOTPRequest, VerifyOTPReq…  ( 15 min )
    Teaching My Team How to Build LINQ from Scratch
    After weeks exploring IEnumerable, yield return, and xUnit, we’ve reached the final step of our journey: building our own LINQ methods. This is the story of how I used this project to teach my team C# fundamentals and remove the illusion that LINQ is “something magical.” It’s not magic, it’s just beautifully structured C# code. As a team lead, I noticed some developers using LINQ daily without really knowing how it worked. So, I decided to create a simple project to teach them how to implement LINQ-like methods from scratch. We used everything we learned throughout this series: IEnumerable and iteration Extension methods yield return and deferred execution Unit testing with xUnit The complete project is available on GitHub: 👉 github.com/reenanms/My.Linq In the last article, we wr…  ( 8 min )
    Product 101: Your Secret Weapon for Understanding the Business
    This is Part 5 of my 7-part series on business literacy for DevRel. Start with Part 1 if you missed it. We've covered sales, marketing, and finance. But there's one group we haven't talked about yet - and they might be your most valuable partnership in the entire company: Product. Not because product managers are inherently better than anyone else (though the good ones are pretty great). But because strategic product leaders sit at the intersection of everything. They see the business from a unique vantage point that can be incredibly valuable to DevRel. A good product partner is worth their weight in gold. They're your early warning system, your business intelligence source, and your reality check all rolled into one. At the most basic level, product management is about figuring out what …  ( 13 min )
    Building an Automated Bilingual Blog System with Obsidian: Going Global in Two Languages
    Introduction: Why I Built This System For 9 years since joining the company, I've worked as an engineer in the AD/ADAS field. While I accumulated expertise, I felt it was a career risk that my work wasn't visible outside the company and had zero recognition in the global market. Expertise might as well not exist if it isn't visible. Then I realized: Nothing will change unless I put myself out there. However, I faced the following challenges: Lack of time: With a full-time job, I couldn't dedicate 10 hours per week to blogging Difficulty maintaining: Manual posting is cumbersome and leads to quick abandonment Global reach: Japanese-only content has limitations; English content is also necessary In this article, I'll introduce the bilingual automated blog posting system I built that costs …  ( 12 min )
    Built a debt tracker in 72 hours. Here's what I learned about human psychology.
    Spent the weekend building debtduel.com because honestly... managing $23K in debt was eating me alive. Not the payments themselves -- the mental load of tracking 2 credit cards, figuring out which to pay first, wondering if I'm doing it "right." Did you know there's actual research on why people fail at debt payoff? It's not about math. Everyone knows "pay high interest first" but only 23% actually do it. The real killer: decision fatigue. Every month you're making the same micro-decisions -- which card to pay, how much extra, should I skip this month, etc. Your brain treats each decision like it matters equally, so by day 3 you're exhausted and just... stop thinking about it. The tool does 3 things: Calculates actual payoff timeline with your extra payment Shows you ONE number to focus o…  ( 7 min )
    Understanding Solidity Transparent Upgradeable Proxy Pattern - A Practical Guide
    Smart contract development presents a unique challenge: once deployed to the Transparent Upgradeable Proxy Pattern - an elegant solution that allows When you deploy a smart contract to Ethereum or any EVM-compatible blockchain, Trust: Users can verify the contract code and know it won't change unexpectedly Security: No single party can maliciously modify the contract logic Decentralization: The contract operates independently without central control However, this immutability creates significant challenges: Bug Fixes: If you discover a critical bug in your contract, you can't simply patch it like traditional software Feature Updates: Adding new functionality requires deploying a completely new contract State Migration: Moving user data from old contracts to new ones is complex and expensiv…  ( 9 min )
    AI's Dial-Up Era
    I've been exploring the fascinating world of AI lately, and it’s brought to mind something I like to call "AI's Dial-Up Era." Remember that iconic sound of a modem connecting, followed by the excruciatingly slow loading times? It wasn’t so long ago that we were all waiting impatiently for web pages to load while listening to that nostalgic symphony. Today, I feel like we're experiencing a similar phase in AI. Excited, yet slightly held back by the limitations of our current technology. When I first dipped my toes into AI and machine learning a few years back, I was blown away by the potential. I dove headfirst into TensorFlow and PyTorch tutorials, eager to create my own models. But, oh man, did I hit a wall. Ever wondered why some models perform fantastically while others flop? I’ve exper…  ( 8 min )
    Harvesting Insights: Crop Yield Optimization Software for Maximum Output
    In today’s rapidly evolving agricultural landscape, the pressure on small to mid-sized farming enterprises to not only sustain but accelerate productivity has never been greater. At BrightPath Associates LLC, we serve as your strategic partner in talent acquisition and leadership sourcing - especially for farms ready to harness advanced technologies and drive performance. One such transformative area is software-enabled crop yield optimization, a toolset that no serious farming operation can afford to ignore. Farming companies across the United States face a converging set of challenges: volatile input costs, weather variability, labour constraints, and rising demands from markets for higher output and better quality. In the context of the broader farming ecosystem, leveraging digital tool…  ( 8 min )
    Level Up Your Terminal Workflow: Helix + Yazi
    If you're looking for a modern, efficient terminal-based development setup, let me introduce you to a powerful combination: Helix (a post-modern text editor) and Yazi (a blazingly fast terminal file manager). Helix is a Kakoune-inspired editor with built-in LSP support, multiple cursors, and tree-sitter integration. It's fast, has sane defaults, and no plugin configuration needed. Yazi is a terminal file manager written in Rust that's incredibly fast and intuitive. Think of it as a visual way to navigate your projects before diving into code. Together, they create a lightweight alternative to heavy IDEs while keeping you productive. I've been reflecting on my development tools lately, and I'm not particularly proud of relying on JetBrains products anymore. Their direction seems increasingl…  ( 7 min )
    AI Workflow Integration: From Models to Methods, How Engineering Teams Will Change
    It’s feedback season. Calendars fill with “quick chats,” dashboards glow, and we try to stitch a quarter’s worth of activity into a clean story about impact. But 2025 brings a deeper shift: AI workflow integration. AI is moving from “use a chatbot on the side” to living inside the handoffs plan → code, code → ship, ship → learn where traceability, decisions, and outcomes actually live. Thesis: the next 12 months aren’t about picking the “best” model; they’re about embedding AI inside the workflow so the path from intent to impact is faster and more visible. When AI helps at each hop, you don’t need to perform productivity you can prove it. We already have the artifacts: OKRs, roadmaps, PRs, tickets, incidents. What we lack is low-friction stitching. The pattern that works is AI in the han…  ( 8 min )
    Micro Frontends em Angular: Guia Prático com Module Federation
    ✍️ Autor e Código-Fonte Este artigo documenta um projeto real e de código aberto. Criado por: Ghabryel Henrique 🐙 GitHub: GhabryelHenrique 💼 LinkedIn: Conecte-se Comigo Explore o código-fonte completo nos repositórios oficiais do projeto: 🖥️ Aplicação Frontend (Angular): angular-mfe-example Nos últimos anos, a arquitetura de Micro Frontends (MFE) tem ganhado destaque como solução para times que precisam escalar aplicações frontend de forma independente. Neste artigo, vou mostrar como implementar MFE em Angular usando Module Federation do Webpack 5. Micro Frontends é um padrão arquitetural que estende os conceitos de microserviços para o frontend. A ideia é dividir uma aplicação monolítica em partes menores e independentes, onde cada time pode desenvolver, testar e fazer depl…  ( 9 min )
    8-Bit Music Theory: Analyzing why people like funk || Marvel vs Capcom 2
    TL;DR 8Bit Music Theory’s latest video uses the Marvel vs Capcom 2 soundtrack as a springboard to unpack what makes funk and jazz so irresistible—focusing on syncopation, bass grooves and solos instead of a straight game‐music analysis. Chapters 0:00 Funk/Jazz vs Rock 2:01 Syncopated Rhythm 9:07 Bass 13:02 Solos 18:41 Outro Plus, you can support via Patreon and grab merch, or join the Discord and follow on Twitter. Watch on YouTube  ( 6 min )
    Jeff Su: 4 Next-Level ChatGPT Techniques (Save 15+ Hours Weekly)
    Sick of endless prompt tweaking? This video shares four killer ChatGPT hacks that slashed my AI workflow in half—no matter your role or industry. You’ll see how to reverse-engineer top prompts, spin one idea into blogs, tweets, and more, get AI to critique its own output, and force ChatGPT to map out its logic before generating. Prompt Reversal Technique: Dissect your best prompts backwards for instant improvements The 5-Minute Amplifier: Turn one piece of content into multiple formats in minutes The Red Team Technique: Have AI play devil’s advocate and spot its own flaws Blueprint Scaffolding: Make ChatGPT outline its reasoning before execution Watch on YouTube  ( 6 min )
    Cisco Interview Experience Complete Process from OA to Final Round
    Recently, I helped a student review his full interview process for a Cisco Data/Software Engineer role. Many people still think of Cisco as a “network hardware company,” but the reality is that Cisco is now heavily investing in cloud computing, AI infrastructure, and cybersecurity — and their interviews have become much more software-oriented. This candidate went through all stages: Online Assessment → Technical Interview → Manager Interview → Final Round. Here’s the full breakdown. Platform: HackerRank Duration: 90 minutes Format: Two coding questions + multiple-choice (algorithm and networking basics) Given a sequence of packet IDs, some may be missing or out of order. Within a limited buffer size, reconstruct and output the correct sequence. Key points: Use Queue or Heap Handle reo…  ( 7 min )
    I'm a Confident Developer - Who Can't Code
    That's how it feels with AI. I am 30+ years into enterprise system administration and IT management, and I once knew how to code. Just not good enough to make a career out of it. Assembly, C, Perl, all forgotten. I know how to develop, and maintain those skills through shell scripting, but I can no longer code. Enter AI. I read so many cool stories about vibe coding, and wanted to try it out. It was fun. It gave me some useful tools. It gave me the answers to a lot of stuff I was curious about. But the code, while working, quickly got unmaintainable. Then I faced a really great coding opportunity. A double elimination bracket manager for my darts club. It's so niche, that nothing like it exists. Our only option is pen and paper, and an Excel macro that somebody donated to us. Which crashed…  ( 8 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less is CinemaSins’ latest roast of Osgood Perkins’ Nicolas Cage thriller, Longlegs. In less time than the movie itself, they gleefully tally up every plot wobble, over-the-top Cage moment and yes, confirm that those legs really are ridiculously long. Alongside the sins, they drop a teaser for Perkins’ next flick Keeper, invite you to join their sinful poll (https://iter.ly/lvr9d), and nudge you toward their Patreon (patreon.com/cinemasins). For extra cinematic nitpicking, they’ve got you covered on their site (cinemasins.com), YouTube spinoffs (@TVSins, @CommercialSins) and a bustling Discord and Reddit community. Watch on YouTube  ( 6 min )
    How Does HashMap Handle Hash Collisions Internally
    Learn how HashMap handles hash collisions internally in Java using buckets, linked lists, and trees. Understand rehashing, examples, and best practices. Imagine a busy post office sorting thousands of letters into pigeonholes based on zip codes. Each pigeonhole represents a unique slot for a region. But what if two letters have the same zip code? They’ll go into the same slot — and that’s okay because the post office knows how to manage them efficiently. This is exactly how HashMap in Java works internally. When two different keys produce the same hash value, it’s called a hash collision. Understanding how Java’s HashMap handles these collisions is vital for writing efficient and reliable code, especially if you work with large datasets or performance-critical applications. In this article…  ( 9 min )
    How to Prove to Clients That Your Firm’s Cloud Is Secure: Certifications, Audits, and Building Trust
    Clients these days want more from their legal partners, especially when it comes to keeping sensitive info safe. If you’re running a law firm, showing off your secure cloud storage can really make you stand out. One of the best ways to prove your firm’s security? Share certifications like SOC 2 and ISO 27001, go through regular audits, and keep your security policies clear and easy to understand for clients. Being open about your security isn’t just about ticking boxes or following rules. It’s a way to build trust and maybe even win over new clients who care about data safety. When you provide client-facing reports and actually talk about how you keep their data safe, you’re basically saying, “Hey, your info’s in good hands.” That kind of transparency can give your firm a real edge in toda…  ( 10 min )
    How To Build APIs That Scale Without Burning Out
    The best code is the one you can sleep peacefully knowing it works - Anonymous developer Imagine, as a backend engineer who’s working for a fast-growing startup company, you slept and woke up to a dreaded Slack notification. The company's API, the same one powering thousands of user requests per minute, has just crashed. Servers were timing out, users were complaining, and the frontend team was panicking. What is going on? You know you've written a good code, or so you thought, but good code isn't always scalable code. What seems to work for 100 users was now collapsing under 50,000, and you're probably frustrated and exhausted. This is the reality a lot of the developers out there face: you’re building APIs fast, trying to keep up with deadlines, but somewhere between your fixing bugs and…  ( 10 min )
    6 Progetti Blockchain Open Source da Seguire (E Contribuire!) nel Prossimo Futuro
    Chi lavora nel mondo dello sviluppo sa che la blockchain non è solo finanza: è una frontiera di innovazione tecnologica. 1. Ethereum – La piattaforma di riferimento per gli sviluppatori Nonostante la concorrenza, Ethereum resta il punto di riferimento per la creazione di DApp. La sua comunità open source è tra le più attive, e il continuo sviluppo di soluzioni layer-2 (come Optimism e Arbitrum) ne garantisce la scalabilità. Molti sviluppatori e investitori iniziano il proprio percorso acquistando piccoli importi di ETH tramite piattaforme affidabili come MoonPay 2. Solana – Performance e innovazione Con oltre 65.000 transazioni al secondo, Solana rappresenta una delle reti più efficienti. Perfetta per chi sviluppa progetti ad alta intensità di dati, giochi blockchain o marketplace NFT. 3. Polkadot – L’interoperabilità al centro Polkadot unisce diverse blockchain in un’unica rete interoperabile. 4. Filecoin – Il Web3 dello storage Basato su IPFS, Filecoin consente di archiviare dati in modo decentralizzato e incentivato economicamente. 5. Chainlink – I ponti tra blockchain e mondo reale Gli oracoli di Chainlink permettono agli smart contract di accedere a dati esterni, rendendo possibile l’automazione di eventi nel mondo reale. 6. Avalanche – Velocità e modularità Grazie al suo approccio multichain, Avalanche consente transazioni rapide e una compatibilità fluida con Ethereum. Conclusione La blockchain non è solo speculazione. È un campo di innovazione open source, dove il valore si costruisce con il codice e la collaborazione. Chi oggi inizia a sperimentare, domani contribuirà a scrivere la prossima generazione del Web3.  ( 7 min )
    FlightPath Server Has Landed
    I'm excited to announce, FlightPath Server has arrived. FlightPath Server is the automation hub your data file feeds ingestion ops need. It joins FlightPath Data and CsvPath Framework to complete the foremost solution for delimited data preboarding. https://www.flightpathdata.com Connect your MFT server to the data lake without coding. Enable downstream consumers to query the preboarding archive for file arrival and lineage metadata. Shift-left data quality assurance to protect your applications, analytics, and AI from untrustable data partners. FlightPath Server is bundled with FlightPath Data and available now in the Microsoft Store and The macOS Store as native binaries. The software is open source and available on Github in Python. In addition to tight integration with FlightPath Server, This version of FlightPath Data includes: CSV and Excel file profiling New env var handling options, available in Server, Data, and within CsvPath Framework Improvements to dark mode Dozens of fixes, minor features, and performance improvements Read more in the revved docs at: FlightPath Data: https://www.flightpathdata.com FlightPath Server: https://www.flightpathdata.com/server.html CsvPath Framework: https://www.csvpath.org/ CsvPath Validation Language: https://github.com/csvpath/csvpath Those of you struggling with data file feeds management, this one's for you. Reach out and let's chat. info@flightpathdata.com.  ( 6 min )
    I Replaced ESLint & Prettier with This ⚡
    I have been using ESLint & Prettier for many years. But after I have tried a fairly new tool called Biome & I am not going back. Biome is a single tool that replaces both ESLint and Prettier, offering faster performance, simpler configuration, and native multi-language support. While ESLint and Prettier are great, well-tested tools, Here are some reasons why I decided to switch: ⚡ Significantly faster 🔧 Simpler configuration with one config file 🎯 Built-in support for multiple languages 🚀 Zero conflicts between linting and formatting I have an in-depth video tutorial on my channel. If you are using nextjs, then you can setup biome during project creation. otherwise first, install Biome in your project: npm install -D -E @biomejs/biome Create your config file: npx @biomejs/biome init #…  ( 9 min )
    Unleash Your Inner Mad Scientist: A Glimpse into the Kiroween Hackathon
    The air is getting crisp, the nights are drawing in, and a new coding challenge is brewing. Welcome to Kiroween, the latest and spookiest hackathon from Kiro. Following the success of previous events, Kiroween is set to be bigger, better, and more thrilling than ever. Kiro is no stranger to the hackathon scene. The Code with Kiro Hackathon and the Reddit x Kiro: Community Games Challenge 2025 have already seen developers build incredible applications, from multiplayer games to AI-powered sales tools. These events have showcased the power of Kiro's AI IDE, which goes beyond simple code generation to become a true development partner. Kiroween is a Halloween-themed hackathon that challenges you to "dare to code in dark mode". With a massive $100,000 in prizes up for grabs across 12 categorie…  ( 7 min )
    A Practical Guide to Building AI Agents With Java and Spring AI - Part 1 - Create an AI Agent
    Building AI-powered applications has become increasingly important for modern Java developers. With the rise of large language models and AI services, integrating intelligent capabilities into Java applications is no longer a luxury — it's a necessity for staying competitive. Spring AI makes this integration seamless by providing a unified framework for building AI-powered applications with Java. Combined with Amazon Bedrock, developers can create sophisticated AI agents that leverage state-of-the-art foundation models without managing complex infrastructure. In this post, I'll guide you through creating your first AI agent using Java and Spring AI, connected to Amazon Bedrock. We'll build a complete application with both REST API and web interface, demonstrating how to integrate AI capabi…  ( 16 min )
    Using Prisma for Schema and Kysely for Queries in a Next.js App
    When I first started using Prisma, I loved how easy it made database work - migrations, schema changes, Prisma Studio, all just worked. But once I started deploying more apps on Vercel and serverless environments, I noticed something: Prisma Client felt a bit heavy. Every time I deployed, my bundle size grew. And I didn't really need the full ORM - I just wanted a way to manage my schema and write type-safe SQL queries. That's when I found a good balance: Use Prisma only for schema management, and Kysely for queries. This setup has been super clean for me in my Next.js projects - and in this post, I'll show you exactly how to do it. I like to think of it like this: Prisma is my database architect. It manages the schema, migrations, and gives me tools like prisma studio. Kysely is my query …  ( 9 min )
    Automating API Calls Without Losing Control
    Managing recurring API calls shouldn’t require a full automation platform. Here’s why I built a simple, self-hosted dashboard that keeps your API jobs under your control. Every developer has written a quick script or cron job to hit an API on a schedule — maybe syncing data, refreshing a cache, or triggering a webhook. It works fine... until it doesn’t. You forget which server it’s running on. Logs vanish. A call fails silently. Or you migrate your app — and that old cron job gets left behind. For something so simple, managing recurring API calls can become messy fast. If you’ve ever needed to run API calls on a schedule — refreshing tokens, syncing data, sending webhooks — you’ve probably realized there’s no straightforward way to handle it. And honestly, managing recurring API calls shou…  ( 7 min )
    🎯 Frontend Psychology 101: How Design Choices Convert Users in 2025
    You don’t need fancy animations to make your frontend convert. You need empathy. Conversion isn’t a dark art — it’s good UX, clear structure, and emotional timing. Every visitor lands with a question: “Is this worth my time?” Your job as a frontend dev is to answer that within 3 seconds. Use these subtle UI psychology cues: 🧭 Visual hierarchy: biggest, boldest element = main goal. 💬 Microcopy: short, emotional, direct (“Start Now”, not “Submit”). 🕶️ Whitespace: less clutter = higher trust. 🧠 Step 2: Build Micro-Interactions That Nudge Motion = emotion. A small hover, fade, or scale cue tells the user “this app reacts to me.” Use them to: ✅ Confirm actions (button ripple, toast) 🧭 Guide attention (focus transitions) 🕹️ Reward curiosity (hover reveals, …  ( 7 min )
    Lesson 20: Freqtrade Simulated Trading Validation
    Lesson 20: Simulated Trading Validation ⏱ Duration: 2 hours 🎯 Learning Objectives: Validate strategy performance in real-time markets through long-term Dry-run, build confidence before entering live trading 📚 Course Outline: 20.1 Importance of Simulated Trading 20.2 Monitoring Metrics and Alerts 🎯 Practical Tasks: [ ] Run Dry-run for 1-2 weeks Backtesting and visualization analysis are based on historical data, but live trading faces an unknown future market. Simulated trading (Dry-run) is the critical bridge connecting historical testing and live trading. Core Value of Dry-run: ✅ Validate strategy performance in real-time markets ✅ Test system stability and reliability ✅ Familiarize with trading processes and monitoring tools ✅ Discover issues not exposed in backtesting ✅ Build tradi…  ( 6 min )
    第 20 课:Freqtrade模拟交易验证
    第 20 课:模拟交易验证 ⏱ 课时:2 小时 🎯 学习目标:通过长期 Dry-run 验证策略在实时市场中的表现,建立信心后再进入实盘 📚 课程大纲: 20.1 模拟交易的重要性 20.2 监控指标与警报 🎯 实践任务: [ ] 运行 Dry-run 1-2 周 回测和可视化分析都是基于历史数据,但实盘交易面对的是未来的未知市场。模拟交易(Dry-run)是连接历史测试和实盘交易的关键桥梁。 Dry-run 的核心价值: ✅ 验证策略在实时市场中的表现 ✅ 测试系统稳定性和可靠性 ✅ 熟悉交易流程和监控工具 ✅ 发现回测中无法暴露的问题 ✅ 建立交易信心和心理准备 警告:即使回测表现优秀,也必须经过至少 1-2 周的 Dry-run 验证。许多策略在回测中表现完美,但在实时交易中完全失效。 回测特点 实盘现实 潜在问题 使用历史数据 面对未知未来 过拟合历史,未来失效 完美执行价格 滑点和延迟 实际成交价更差 无网络问题 连接中断、API 限流 错过交易机会 无情绪干扰 心理压力 人为干预策略 瞬间完成 实时运行数天 系统稳定性问题 案例:回测 vs 实盘表现差异 策略:MovingAverageCrossStrategy 回测周期:2023 年 1-3 月(3 个月历史数据) Dry-run 周期:2023 年 4 月 1-14 日(2 周实时) 回测结果: - 总收益率:+18.5% - 胜率:65% - 平均持仓时间:4.2 小时 - 最大回撤:-8.3% - 交易次数:127 次 Dry-run 结果: - 总收益率:+2.1%(虚拟) - 胜率:52% - 平均持仓时间:5.1 小时 - 最大回撤:-12.5% - 交易次数:18 次 差异分析: ❌ 收益率大幅下降:18.5% → 2.1% ❌ 胜率下降:65…  ( 12 min )
    How to Translate Document & Keep the Formatting [2025]
    Need to translate a document and keep the formatting / layout in place for your company or organization? You’re not alone. One of the most tedious tasks involved in enterprise translation production is file formatting. If you can't seem to preserve the format of your translated file, this has to do with the technology used in your translation software. First, we'll dive into this issue. Then we will recommend a document translator that keeps formatting and layout in place (most of it)! In order to translate a document or PDF and keep formatting, layout, images, etc. (a good portion of it), the language translation software you are using must encode the file. These files need to be in a deliverable format matching the original source file. However, many translation tools don’t have the func…  ( 8 min )
    Generating Application Specific Go Documentation Using Go AST and Antora
    Motivation In one of my projects I was working on some in-house Go application to manage complex task pipelines on Kubernetes. On a high level, a task consists of one or multiple steps that are executed in order. Engineers would contribute tasks in the form of new Go files. Different teams collaborate on those tasks. Engineers running the tasks need to understand how to configure, debug and operate them correctly. Therefore, having good documentation is crucial. The biggest challenge with documentation, however, is to keep it up-to-date. This becomes more challenging the further away the documentation is kept from the source code. In the ideal scenario, the documentation is close to the source code, e.g. in the form of JavaDoc, Python Docstrings, or GoDoc. The downside of these tools is …  ( 15 min )
    How Indoor Air Quality Affects Sleep & Productivity
    Every day, people spend nearly 90% of their time indoors — working, relaxing, and sleeping. Yet, few realize how deeply indoor air quality (IAQ) impacts overall well-being. The air circulating through homes, offices, and schools carries more than just oxygen; it also contains microscopic particles, gases, and chemicals that influence how effectively our brains and bodies function. Understanding the relationship between air purity, rest, and work efficiency can dramatically improve both physical health and mental focus. Clean air is not a luxury; it is a basic need for sustaining energy, maintaining clear thinking, and achieving restful sleep. When the indoor atmosphere is filled with pollutants, it silently alters the body’s natural rhythms, reducing alertness and diminishing cognitive cap…  ( 10 min )
    How Do Zapier Specialists Automate Data Flow?
    In today’s fast-paced digital world, data is the backbone of every business operation. But with multiple apps, CRMs, and communication platforms involved, managing that data efficiently can quickly turn into chaos. That’s where Zapier Specialists step in — they simplify, streamline, and supercharge data automation so teams can focus on what truly matters: growth. Before we dive deeper — if you’re serious about mastering automation, optimizing workflows, or collaborating with experts who make complex systems run effortlessly, join our free Skool community — Ashar Automates Data flow automation is the process of transferring data between apps, tools, or databases without manual intervention. Instead of copying and pasting data from one app to another — say, from Google Forms to a CRM or a sp…  ( 11 min )
    My Journey Into Cloud Engineering: Why I Decided to Start
    For most of my career, I’ve worked in the utility industry, ensuring customers receive the best possible support and service. Over the years, I’ve developed a passion for solving problems, understanding data, and improving processes. But as technology evolved, I realized that the tools and systems powering great customer experiences were becoming increasingly data-driven and cloud-based — and I wanted to be part of that transformation. That realization sparked my journey into data analysis and later data engineering, where I began learning how data flows, how it’s stored, and how insights can drive smarter decisions. Each new skill opened another door — and soon, I became curious about the cloud and how it powers everything from analytics to automation. So, I decided to take a bold step forward and start learning Cloud Engineering and DevOps. My goal is to understand how infrastructure, automation, and cloud technologies come together to make data systems scalable, secure, and efficient. Balancing this journey with a full-time role isn’t always easy, but every small progress counts. I believe in lifelong learning — and this new chapter is about growth, curiosity, and staying relevant in a world where technology never stops evolving. I’ll be sharing my experiences, lessons, and key takeaways — from beginner challenges to small wins along the way. If you’re also learning Cloud or thinking of starting, let’s connect and grow together! 🌱  ( 6 min )
    How Did I Build a .NET Application Using ChatGPT?
    Most of my time during the week goes into discussions about architecture, delivery timelines, and helping teams solve technical challenges. Rarely do I get a chance to sit down and build something myself. But I’ve always believed that staying hands-on keeps your perspective sharp. Just some weeks ago, I decided to experiment with something different. I wanted to see what would happen if I tried to build a .NET application using ChatGPT as a coding companion. There was no plan to automate my work or test its intelligence. I just wanted to see what kind of help it could actually provide to a developer who knows what they are doing. The idea was simple. I wanted a small internal web application to track engineering projects and tasks. Normally, I’d start by sketching the design, setting up th…  ( 9 min )
    Developing an A2A-compliant AI Agent with Java, Spring Boot and Spring AI
    An AI agent refers to a software entity that can perceive, reason, and act autonomously to achieve specific goals using artificial intelligence techniques like natural language processing, machine learning, or reasoning systems. I developed an AI agent for Telex which takes a regex pattern and provides a human-friendly explanation on the type(s) of string matched by that regex pattern. The inspiration for this agent lie in an API I developed just before this, where I had to use regex for some natural language processing (you can check out the project here). Though I had learnt regex previously, it felt like I was seeing it for the first time. Regex is just like that. So when Telex sought for more AI agents for their platform, I decided to develop this agent. Here's how I did it using Java,…  ( 11 min )
    Why You Should Try Vite For Your Next Project (and Forget About Webpack)
    For years, I lived in Webpack configs. Every small project felt like booting a factory for one cup of coffee. Then I tried Vite. Two minutes later, I had a working setup. No waiting. No dependency hell. At its core, frontend isn’t about frameworks. It’s about rendering data into something humans can see, understand, and interact with. For my project, a simple data visualization app, I didn’t need another layer of abstraction. I still wanted a few modern comforts: code splitting, hot reload, fast bundling, minified JS. But not if it meant fighting config files for half a day. Vite — instant startup, zero config, ES modules by default TypeScript — strong typing, fewer surprises SCSS — clean syntax, mixins, control What impressed me most was how production-ready Vite is right out of the box. I generally agree that you should use the stack you’re comfortable with, but Webpack was never about comfort to begin with. Every few years, frontend tools get heavier than the code they build. From that perspective, Vite feels like a breath of fresh air. For future small projects — experiments, visualizers, ideas — this is the tool I’ll reach for again. 🔗 Project repo: github.com/danilo-znamerovszkij/c-atlas  ( 6 min )
    🚀 Building Knowledge Agent using A2A protocol: An AI Assistant for Backend Developers
    CodeWhiz: My AI Assistant for Backend Developers I recently built Knowledge Agent, an AI-powered assistant designed to help backend developers with questions about Java, Spring Boot, Node.js, Python, Go, and related frameworks. It’s live on Telex and ready to assist anyone exploring backend development. Knowledge Agent is a real-time AI assistant. Developers can ask questions through a webhook or directly in the Telex platform. It answers with clear, concise explanations, often including code examples. For example, you can ask it how dependency injection works in Spring Boot or request best practices for API design. Check it out here: https://telex.im/telex-ai-intergration/home/colleagues/019a4ea1-f657-73b3-8499-57b769c9ce51/019a4ea1-b942-73af-823c-1aa0c72c8edb My agent provides instant backend development guidance for learning or troubleshooting. Using Telex as a Platform How I Built Knowledge Agent I leveraged several Mastra features to build my agent: @PostMapping("/hook") public ResponseEntity> handle(@RequestBody Map payload) { String text = service.extractUserText(payload); String answer = service.generateResponse(text); return ResponseEntity.ok(Map.of("result", answer)); } Google ADK – This Java client allowed me to send prompts to Google Gemini AI and receive structured responses. String prompt = "You are a backend dev assistant. Question: " + query; GenerateContentResponse resp = client.models.generateContent("gemini-2.0-flash", prompt, null); return resp.text(); Real-Time Response Handling – Using Spring Boot and the webhook, my agent responds in real time to messages from developers on Telex. Why This Project Matters Explore my agent here: https://telex.im/telex-ai-intergration/home/colleagues/019a4ea1-f657-73b3-8499-57b769c9ce51/019a4ea1-b942-73af-823c-1aa0c72c8edb Learn more about Telex here: Telex.im Java #SpringBoot #AI #GoogleGemini #BackendDev #Webhooks  ( 7 min )
    A 70% Crypto Crash: Lessons from a Token Collapse
    The cryptocurrency market is notorious for its volatility, and sudden crashes are not uncommon. One such scenario saw a token lose 70% of its value overnight. Analyzing this case shows that survivors aren’t the emotional investors — they are those applying a systematic approach to market monitoring and risk management. Understanding Market Collapse Dynamics Liquidity vanishes, making even small orders trigger large price swings. Whale exits create a cascade of liquidations. Panic spreads, amplifying the drop and creating short-term liquidity gaps. Understanding these mechanisms allows analysts to anticipate risks and respond proactively. Monitoring Tools That Give an Edge Volume and liquidity: determines whether positions can be entered/exited without significant slippage. Whale movements: early signals of market shifts. On-chain analytics: wallet activity, token distribution, large transfers — indicating accumulation or sell-offs. These tools help minimize risk and identify critical entry/exit points. The difference between survival and losses lies in discipline and systematization: Portfolio diversification: reduces exposure to a single position. Stop-losses and position sizing: protect capital from sudden drops. Plan B scenarios: clear protocols for market swings—whether minimizing losses or identifying new opportunities. After a crash, the market offers potential opportunities: Identify who has already exited—the “weak hands.” Evaluate support zones and potential buy points. Follow a predefined plan, not emotions. An analytical approach allows strategic entries even after sharp declines. Read this cool article for the more info Sum Up A 70% token drop isn’t catastrophic for those who adopt a systematic approach. Lessons include deep market monitoring enables timely reactions, risk management and discipline are essential for survival and of course understanding that crashes are opportunities for analysis and discovering new entry points.  ( 6 min )
    Как я разработал фильтр товаров для категории «Промышленные масла» на PiterTrade.ru
    PiterTrade.ru — это проект, в котором я объединяю технологии, автоматизацию и современный подход к электронной коммерции. Недавно я реализовал новый функционал: умный фильтр товаров для категории «Промышленные масла». В этом посте расскажу, как он работает и какие технологии использовал. 🚀 Зачем нужен фильтр в каталоге технических масел Категория промышленных масел — одна из самых насыщенных на сайте. Пользователи часто ищут конкретные типы смазочных материалов по параметрам: вязкость, допуск, производитель, назначение. Без продуманного фильтра поиск превращается в хаос, а конверсия падает. Моя цель была — создать фильтр, который не просто сортирует, а помогает пользователю быстро находить нужный продукт, не теряя контекст. Для этого я проработал архитектуру на уровне данных и интерфейса.…  ( 7 min )
    🌍 Automating Africa’s Energy Data Collection Using Python, Playwright, and MongoDB (2000–2024)
    ⚡ Introduction In today’s data-driven world, access to reliable and structured energy data is critical for decision-making, research, and policy planning. However, most open data platforms in Africa — such as the Africa Energy Portal (AEP) — present information in dashboard views, which makes large-scale analysis tedious. To address this challenge, I built a fully automated ETL (Extract, Transform, Load) pipeline that: Scrapes energy indicators for all African countries (2000–2024), Formats and validates the data for consistency, And stores it in a MongoDB database for easy access and analysis. This project uses Python, Playwright, and MongoDB, with automation powered by the lightweight dependency manager uv. While the Africa Energy Portal provides valuable country-level datasets, it do…  ( 8 min )
    How to Fix Slow Internet and Solve Internet Connection Problems
    Introduction If you are a student, slow internet connection can create problems amid ongoing important lessons. If you are an administrator handling a big team, it may cause delay in responses and affect team productivity. In this guide, you’ll learn the most common reasons behind slow internet and actionable solutions to get your connection back on track Why Does Your Internet Slow Down? Your internet might slow down due to too many devices being connected to the same network. A very first way is to restart your internet modem and router. Unplug them for 30 seconds and then plugin them back. Within a few minutes your connection will be re-established. A1. You can use online tools like Speedtest or Fast.com to measure your download, upload and ping. Then you can compare the results with your internet plan. Q2. Can a VPN slow down the internet? A2. Yes, VPNs route your data through additional servers, which can reduce speed. Turning off a VPN temporarily will help to improve your performance. Q3. How can I improve Wi-Fi performance at home? A3. You can move a little closer to the router, switch to a less crowded Wi-Fi channel or you can use the 5 GHz frequency band for faster speeds. Q4. Does distance from the Wi-Fi router matter? A4. Absolutely yes. The far you are, the weaker the signal becomes. Walls in the house can also weaken the Wi-Fi performance. Conclusion xFanatical Articles - How to Move Files from a Shared Drive to My Drive in Google Drive How to Integrate Trello with Google Chat and Spaces Automate Recurring Out of Office Reply in Gmail For more article please visit our website: xFanatical Articles  ( 8 min )
    Building a Digital Twin Office with Unity, WebGL, and AI — The Workflow Simulator Project
    Imagine being able to simulate your company’s daily operations before implementing them in the real world. That’s what Workflow Simulator does. 🚀 Core Layers: 🧩 Use Cases: 🛠 Tech Stack: Unity, PHP/MySQL backend, Python AI service. Check it out on GitHub Play the simulation right now for free I’d love feedback or contributions from developers interested in AI agents, WebGL environments, or digital twin systems. opensource #unity3d #ai #webgl #simulation #digitaltwin  ( 6 min )
    The Engineer's Go-to-Market Checklist for B2B Product Launches
    You’ve spent months, maybe years, crafting elegant code, designing a robust architecture, and squashing bugs. Your B2B product is a technical masterpiece. You git push and... crickets. Building a great product is only half the battle. Launching it successfully is the other half, and for many developers, the Go-to-Market (GTM) strategy feels like a black box filled with marketing jargon. Let’s change that. A GTM plan isn't magic; it's a system. It's a deployment pipeline for your business. This checklist breaks it down into phases any engineer can understand: Staging (Pre-Launch), Production (Launch Day), and Monitoring (Post-Launch). Think of your GTM strategy as a configuration file. It defines the parameters for a successful deployment. const gtmConfig = { targetICP: "Series A SaaS, 5…  ( 9 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With “Longlegs” in 24 Minutes or Less Cinemasins takes on Nicolas Cage’s eerie thriller Longlegs, tallying up every awkward moment, plot hole and over-the-top scare as only they can. With director Osgood Perkins soon dropping Keeper, it’s the perfect time to relive Cage’s “insane” leg antics and question why things got so weird. Want more cinematic nitpicking? Check out cinemasins.com, back the team on Patreon, fill out their sinful poll and join the fun on YouTube, Discord, Reddit, Instagram, TikTok and all their social channels. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins delivers its trademark blend of playful nit-picking and genuine praise in a snappy rundown of what they cheekily dub “sins” in one of the year’s best genre films. Perfect for your Halloween binge, they gleefully roast (and celebrate) the movie in under 15 minutes while reminding you this flick truly rules. Writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel also plug all the CinemaSins HQ essentials—hit up their site or Linktree, fill out the “sinful” poll, support ’em on Patreon, and catch bonus content on YouTube (@TVSins, @CommercialSins, @CinemaSinsPodcastNetwork), Discord, Reddit, Instagram, TikTok—and don’t forget Jeremy’s book! Watch on YouTube  ( 6 min )
    Why Most DevOps Engineers Only Scratch the Surface of Docker and Kubernetes (and How to Go Deeper)
    💥 Why Most DevOps Engineers Stay on the Surface of Docker & Kubernetes (And Why Real Administration Still Scares Them) “Everyone talks about containers. 🧠 The Core Reason Most DevOps engineers focus on CI/CD and automation pipelines, not deep container administration — but Kubernetes and Docker administration require system-level, cluster-level, and networking-level expertise that many skip because it’s not “visible” in typical DevOps workflows 🧩 Introduction: The Hidden Side of DevOps In today’s cloud-native era, every engineer proudly says: “We’ve containerized our app and deployed it to Kubernetes.” It sounds flawless — until something breaks. When a pod keeps restarting, or the kubelet stops responding, or Docker daemon hangs — suddenly everyone turns to the Kubernetes admin. But ho…  ( 9 min )
    Machine Learning Zoomcamp Week 5
    🎉 Week 5 of ML Zoomcamp was all about Deployment and getting our ML models into production. Learned about Saving and loading models Flask web services Churn model deployment with Flask Virtual environments with Pipenv Docker containerization AWS Elastic Beanstalk deployment From local development to cloud deployment, models can now be used by end users  ( 6 min )
    👨‍💻We're remaking "Aspxone Builder"
    Hey everyone! remaking the service "Aspxone Builder" which is this app you know and love: Anyways, this change may be a bit of a shift. But we need to modernize it a bit. It will come out not in Event D-II/D-2 but after that in November. Thanks for your attention!  ( 6 min )
    Code Smell 313 - Workslop Code
    When AI Fills the Gaps, You Should Think Through TL;DR: Workslop happens when you accept AI-generated code that looks fine but lacks understanding, structure, or purpose. Hollow logic Unclear or ambiguous intent Misleading structure Disrespect for human fellows Missing edge-cases Fake productivity Technical debt Validate generated logic in real world scenarios Rewrite unclear parts Add domain meaning Refactor the structure for clarity Add a human peer review Clarify the context If you want, I can create a full list of 25+ solutions to completely fight workslop in teams and code. Refactoring 002 - Extract Method Maxi Contieri ・ Nov 25 '21 #refactoring #oop #webdev #codenewbie Refactoring 005 - Replace Comment with Function Name Maxi Contieri ・ Jun 7 '22 #java…  ( 24 min )
    Stop Sending JSON to LLMs - Try This Instead
    When working with LLMs, most developers send structured data as JSON. LLMs don't parse JSON like software does. text, and we pay for every token — quotes, brackets, spaces, commas, everything. Result? This is exactly why TOON (Token-Oriented Object Notation) was created. TOON = a compact data format designed for LLM input. reduce token usage remain human-readable preserve structure without heavy syntax TOON borrows ideas from: Format Borrowed Concept YAML indentation for structure CSV table-like lists for repeated fields The goal: minimum characters, maximum clarity. JSON { "tags": ["chill", "lofi", "study"] } TOON tags(3) - chill - lofi - study Same meaning. Benefit Impact Token-efficient ~30–60% fewer tokens in tests Faster prompts Less text to process Readable Easier debugging + tracing LLM-aware format Designed for prompt input, not APIs Flat user dataset → query LLM Format Prompt Tokens Total Tokens JSON 757 797 TOON 460 500 ✅ ~40% reduction with zero data loss. JSON approach const input = JSON.stringify(data) sendToLLM(input) TOON approach import { encode } from "@microsoft/tone" const input = encode(data) sendToLLM(input) Clearer. Smaller. Faster. Flat JSON → TOON ✅ efficient Nested JSON → TOON ❌ can cost more tokens If your data has nested objects, flatten first before encoding. Use TOON for: Don’t use TOON for: TOON isn’t replacing JSON — both have roles. JSON TOON Best for machines & APIs Best for LLM input payloads Heavy syntax Lightweight Universal Optimized for tokens As LLM workloads scale, token efficiency becomes engineering. TOON is a practical optimization worth exploring for real-world AI development.  ( 7 min )
    The Hidden Lessons Internships Teach Beyond Technical Skills
    The Hidden Lessons Internships Teach Beyond Technical Skills Introduction Understanding the Real Meaning of Responsibility The Power of Professional Communication Learning Emotional Intelligence at Work The Art of Taking and Applying Feedback Time Discipline and Self-Management The Importance of Adaptability Building Confidence Through Experience Respecting Diversity and Work Culture Resilience: Learning to Bounce Back from Challenges Discovering Your Work Identity Conclusion The true value of an internship lies far beyond learning tools or completing assignments. It lies in character building, emotional growth, and professional awareness. Every task completed, every feedback received, and every challenge faced during an internship becomes a life lesson — one that shapes integrity, confidence, and adaptability. Technical skills might help you get the job, but these hidden lessons help you grow, lead, and sustain in your career. At Well Spring Talent Solutions, we design internships that go beyond the ordinary. Our programs ensure that every student not only gains technical proficiency but also develops the human, emotional, and ethical strength needed to thrive in any profession. Learn. Grow. Lead. That’s the Well Spring Talent way.  ( 11 min )
    Things to Avoid in Nainital—Common Tourist Mistakes
    Nainital, also known as the “Lake District of India,” is a popular place for many travellers. It has beautiful lakes, tall snowy mountains, and amazing and vibrant markets; because of that, thousands of tourists are attracted every year. But generally, what happens is that many people usually make mistakes, causing their trip a hassle. The number of mistakes to be avoided from choosing the wrong hotels in Nainital to missing out on original local experiences. This guide will help you understand what not to do in Nainital so you can enjoy your trip stress-free. Before discussing mistakes, let’s understand why Nainital is so popular. This city provides a beautiful view of the lake, places to stay, amazing markets on the Mall Road, as well as the best weather for a trip to the mountains. Acc…  ( 10 min )
    Is Quantum Computing the Future? Let's Demystify It!
    Is Quantum Computing the Future? Let's Demystify It! Ever heard of quantum computing and thought, "That sounds like something straight out of a science fiction movie?" You're not alone! The term can be intimidating, conjuring images of complex equations and futuristic technology. But what if I told you the core concepts aren't as mind-bending as you might think? Let's break down the basics and explore why this emerging field is generating so much buzz. Imagine a world where we can design new drugs in a fraction of the time, develop revolutionary materials with unprecedented properties, and break even the most complex encryption codes. That's the promise of quantum computing. Classical computers, the ones we use every day, store information as bits, representing either a 0 or a 1. Quantum…  ( 8 min )
    How to Solve AWS WAF Challenges with Node.js
    AWS Web Application Firewall (WAF) is a critical security layer that often deploys Challenges (HTTP 202) or Managed Captchas (often HTTP 405) to protect web resources from automated threats. While these mechanisms are effective, they pose a significant barrier to legitimate automation tasks like web scraping, monitoring, and testing. This article provides a practical, technical guide focused on using the specialized service CapSolver with Node.js to programmatically bypass AWS WAF protections. We will detail the WAF’s mechanism, demonstrate how to extract the necessary parameters using cheerio, and provide a complete, runnable Node.js script that leverages CapSolver’s AntiAwsWafTask to obtain the required aws-waf-token cookie. The emphasis is on a production-grade solution that is technica…  ( 11 min )
    How Enterprises Benefit from Global IP Coverage API Platforms
    Enterprises today manage digital experiences for users across the world. They operate websites, mobile apps, and secure platforms that must recognize user origin instantly. With cyber threats, regional compliance, and personalization needs rising, accurate location data has become critical. That’s why many global organizations now rely on global IP coverage API services as a core part of their infrastructure. IP intelligence helps organizations understand where users are connecting from, verify trust, and adapt experiences in real time. It allows them to protect accounts, reduce fraud, and deliver relevant content without disrupting user experience. For large-scale digital businesses, this isn’t just beneficial—it's essential for growth. A global IP coverage API is a service that maps IP a…  ( 9 min )
    Common Challenges in Canary Testing and How to Overcome Them
    In today’s fast-paced world of software delivery, releasing new features quickly while maintaining stability has become a balancing act for development teams. Traditional deployment methods often involve significant risk—pushing a new version of software to all users at once can lead to unexpected bugs, downtime, or performance issues. This is where canary testing shines. Inspired by the “canary in a coal mine” metaphor, canary testing allows teams to release updates to a small subset of users first, monitor how the system behaves, and then gradually expand the rollout. It’s a smart and controlled way to validate changes in production before a full release. However, while canary testing sounds straightforward in theory, implementing it effectively comes with several real-world challenges. …  ( 9 min )
    “From Code to Content: Why I Tested ChatGPT vs Grammarly for My Blog”
    As someone who writes about AI, Excel and workflows, I figured: Why not test the writing tools themselves? I compared Grammarly and ChatGPT side-by-side on a real blog post. Key findings: Both caught grammar errors, but ChatGPT explained why. ChatGPT rewrote tone and structure; Grammarly stuck to correction. For bloggers who care about SEO and readability, ChatGPT pulled ahead. Workflow summary: Draft → Grammarly → ChatGPT → Final. Full results & detailed breakdown → (https://www.vevtech.blog/2025/11/chatgpt-vs-grammarly-best-grammar-checker.html)] Feedback? I’d love to hear which tool you prefer for dev-blogs, documentation or tutorials.  ( 6 min )
    Build an AI Summarizer Agent in TypeScript Using Mastra (Part 1)
    AI development is evolving rapidly. While many developers have experimented with making simple API calls to language models, the real leverage lies in building AI agents, autonomous systems that can reason, use tools, and iterate on tasks without constant handholding. In this tutorial, you'll learn how to build an AI summarizer agent using Mastra, a TypeScript-first framework designed specifically for agent development. By the end, you'll have a working agent that can automatically fetch content from URLs and generate intelligent, structured summaries. Basic TypeScript and Node.js knowledge Node.js v18 or higher installed A free Google AI API key (get one here) Before we start building, let's quickly talk about what Mastra actually is and how its main parts (agents, tools, and workflows) a…  ( 12 min )
    Going Full-Time NeoHaskell
    So here's what's been happening lately. After my contract ended with my last client, I decided to take a different path than usual. Instead of immediately jumping into the next opportunity, I'm working on NeoHaskell full-time while living off my savings. I know that might sound concerning to some, but there's actually a solid plan behind this decision. The goal is straightforward: turn NeoHaskell into something that can sustain itself financially. Not just as a hobby project, but as something I can actually live from. The approach I'm taking is very production-focused. I'm starting with the core infrastructure that any real application needs - an event store built on PostgreSQL. Nothing experimental or overly clever, just reliable technology that works. After that comes the command handlin…  ( 7 min )
    Gasless Transactions on Solana
    Two years ago, I walked into my first ever crypto event as a complete outsider. When the presenter asked a question, I raised my hand. Boom $3 straight to my wallet for a correct answer. I was genuinely excited. Real digital money I could actually spend, right? Wrong. What followed was a painful lesson in crypto's biggest UX flaw: I needed to buy a completely different token just to move the money I'd earned. Standing there confused, holding dollars I couldn't spend without SOL I didn't have, I thought exactly what millions of first-time users think: this whole thing is a scam. That frustration stuck with me. Not because I'm bitter about three dollars, but because I realized this broken experience is repeated thousands of times daily across the ecosystem. Kora is built to remove that frict…  ( 20 min )
    Ringer Movies: ‘The Truman Show’ With Bill Simmons, Glen Powell, and Chris Ryan | The Rewatchables
    ‘The Truman Show’ Rewatch with Bill Simmons, Glen Powell & Chris Ryan Bill Simmons and Chris Ryan team up with actor Glen Powell for The Ringer’s Rewatchables deep dive on Jim Carrey’s 1998 classic, The Truman Show. They kick off with Glen’s fresh perspective on the film, debate the ultimate rewatchable scene, and wrap up with their signature “Categories” segment. Chapters: • 0:00 Cold Open • 1:59 Glen Powell on The Truman Show • 37:43 Most Rewatchable Scene • 42:19 The Categories Sponsored by State Farm. Don’t forget to subscribe to The Ringer channels! Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is a tongue-in-cheek Halloween special where the CinemaSins crew gleefully rips apart “Sinners,” one of the year’s standout genre films, in record-breaking time. Expect their signature blend of snarky commentary, rapid-fire “sins” and plenty of movie trivia to keep things rolling. Along the way they plug their main site (cinemasins.com), various YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), a fun audience poll, and their Patreon. Plus, meet the writing squad (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel) and follow them on Twitter and Instagram for even more movie-loving mischief. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 drops Schwarzenegger’s jungle for Danny Glover battling a meaner Predator amid a sweltering, crime-ridden 1990s LA. The heatwave and gang wars give the sequel a gritty, urban edge. It might miss some of the original’s jungle charm, but Gary Busey’s wild energy and a fresh take on alien hunting make this “Caravan of Garbage” review surprisingly fun—if you’re up for something different. Watch on YouTube  ( 6 min )
    PhysicsGPT: Your Free AI-Powered Physics Problem Solver for Every Domain
    Struggling with physics homework? Preparing for exams? Or just curious about how to solve complex physics problems? Meet PhysicsGPT, your free AI-powered physics assistant that delivers expert-level solutions with detailed, step-by-step explanations. PhysicsGPT is a specialized AI tool designed exclusively for physics problem-solving. Unlike general-purpose AI assistants, PhysicsGPT has been trained specifically on physics problems across all major domains, achieving an impressive 97.3% accuracy rate with access to over 20 million physics problems in its database. PhysicsGPT handles problems across all major physics disciplines: Classical Mechanics: Newton's laws, kinematics, dynamics, momentum, energy, and rotational motion Electricity & Magnetism: Circuit analysis, resistors, capacitors,…  ( 8 min )
    Unleash AI Potential: Mastering Automated Data Labeling for Unprecedented Model Accuracy
    Data annotation is the unsung hero of successful AI model training. AI models struggle without meticulously labeled data. They cannot make precise predictions or execute tasks effectively. Traditionally, manual labor was heavily relied upon. This process proved time-consuming and financially burdensome. Automated data labeling is transforming data annotation. It makes it faster, more accurate, and remarkably scalable for modern AI. Data annotation supplies structured, labeled datasets. These datasets serve as the bedrock for training AI models. These labels empower AI to comprehend and categorize data. This includes identifying objects in images and detecting speech patterns. It also includes discerning sentiment in text. Even the most advanced AI algorithms falter without high-quality dat…  ( 11 min )
    Free AI-Powered Manga Translator - Translate Comics in 20+ Languages
    Are you a manga fan who's tired of waiting for official translations? Or perhaps you're a translator looking for ways to speed up your workflow? Let me introduce you to an incredible free tool that's revolutionizing how we read manga in different languages. Manga Translator is a completely free, AI-powered web application that automatically translates manga and comics into over 20 languages. What makes it truly special is that it doesn't just translate text - it intelligently replaces the original text in speech bubbles while preserving the artwork quality. The tool uses cutting-edge Optical Character Recognition (OCR) to accurately detect and extract text from manga panels, even when the text is stylized or placed at unusual angles. Whether you want to translate Japanese manga to English,…  ( 7 min )
    What Is a Memory Leak?
    Anything that runs on your computer or phone needs memory to work. RAM (Random Access Memory) – temporary, fast, used while apps are running. When your RAM gets full, your system may start using the hard drive as slower “virtual memory.” How Memory Works in Apps: When you open an app, it loads images, data, and resources into RAM so it can run quickly. But that’s not always the case... What Is a Memory Leak? Imagine you invite a friend to stay at your house for one night — but she decides to live in your room forever. The app borrowed some memory temporarily, but instead of letting it go, it keeps holding onto it even when it’s no longer needed. Over time, the app’s memory usage keeps growing. The app becomes slower The phone heats up Or it crashes with “out of memory” errors Why It Happens Memory leaks usually occur when developers forget to: Remove event listeners Clear timers or intervals Release references to images, arrays, or objects no longer needed For example: useEffect(() => { Or when large objects are kept in memory: const bigImage = loadImage('banner.png'); How Developers Prevent It: Developers use profiling tools to detect leaks — like: Android Studio Profiler LeakCanary Flipper (React Native) They also: Clean up listeners and intervals in useEffect Release images and cache data properly Move heavy data to the server, not the client app In Short:  ( 7 min )
    Create Stunning Curved Text for Logos and Social Media - Free Online Tool
    Introduction Creating visually appealing designs often requires text that breaks away from the traditional straight line. Whether you're designing logos, social media posts, or marketing materials, curved text adds that professional touch that makes your work stand out. Today, I'm sharing a fantastic free tool that makes creating curved text incredibly simple. Curved-Text.com is a free online tool that lets you create beautiful curved text, circle text, wavy text, and text on custom paths - all directly in your browser with no signup required. Circle Text: Perfect for creating circular logos and badges with text inside or outside rings Arc Text: Ideal for arched headlines and curved titles Wavy Text: Great for dynamic social media captions and eye-catching designs Custom Path: Draw any l…  ( 7 min )
    Gaming Wrist Rests: Do I Need It?
    Certainly! Below is a Google EEAT-compliant, high-readability blog article designed for your e-commerce independent site, targeting the U.S. and European markets. The content is optimized for SEO, user engagement, and natural tone, ensuring it doesn't appear AI-generated. Gaming Wrist Rests: Do I Need It? In the world of gaming setups, comfort is key. Whether you're an avid gamer or someone who spends long hours in front of a screen, having the right accessories can significantly enhance your experience. One such accessory that has gained popularity in recent years is the gaming wrist rest. But the question remains: Do you really need one? In this article, we’ll explore the benefits, features, and considerations of gaming wrist rests, helping you determine whether this simple addition co…  ( 10 min )
    Docker networking: How to connect containers in a full-stack project
    What you'll learn By the end of this section, you'll: Understand how Docker networking works and why it's important for multi-container apps. Learn the difference between bridge, host, and overlay networks in Docker. Know how to expose ports using -p so services can communicate across containers or expose endpoints to your host. See how to connect multiple containers so they can communicate internally. Complete a hands-on project where a React app communicates with a Node.js backend over a shared custom bridge network in Docker. We'll start by understanding why Docker networking is important. When you're working on a project, it's rarely a single container doing all the work. You'll usually have a: backend API frontend application database sometimes a message broker ... with all running …  ( 20 min )
    The Dark Side of Automation: When "Auto" Breaks Your Security Model
    Automation is DevOps best friend... Until it silently bypasses your controls. "Auto" features meant to save time often become the biggest blind spots in your security model. We've been taught that automation equals reliability. Automate testing, automate deployments, automate infrastructure provisioning. The more you automate, the better your outcomes, or so the thinking goes. And don't get me wrong! I absolutely LOVE automate stuff! But here's what often gets overlooked: automation doesn't just accelerate your good practices; it also accelerates your bad ones. When you automate a flawed process, you get failures at scale, consistently and quickly. Worse, when automation bypasses human judgment in critical security decisions, you create systematic blind spots that are harder to detect than…  ( 12 min )
    Spatial Reasoning Unleashed: Causal Language Models for Smarter Spatial Data
    Spatial Reasoning Unleashed: Causal Language Models for Smarter Spatial Data Imagine predicting traffic flow with pinpoint accuracy, or forecasting weather patterns days in advance. Spatial data holds the key, but analyzing it efficiently has always been a challenge. We typically massage that spatial data into a linear sequence before feeding it to a language model. But what if we could use language models directly on the raw spatial data itself? Here's the breakthrough: we can apply causal masking – a core concept in language modeling where the model only sees past information – directly to spatial data. This might seem counterintuitive since spatial data isn't inherently sequential. However, surprisingly, a model trained on spatially masked data learns spatial relationships effectively…  ( 7 min )
    Detailed Technical Documentation on AI Implementation Logic (Taking Large Language Models as an Example )
    Before the document starts, let's first take a look at the plugin with millions of downloads in the GOOGLE Plugin Market, which integrates the world's most advanced AI plugins: https://nbtab.com/?c=g This document systematically elaborates on the core implementation logic of AI systems represented by Large Language Models (LLMs), covering the entire technical process from underlying technical architecture to engineering implementation. By decomposing key links such as model structure, training mechanism, and inference deployment, it provides actionable technical references for technical R&D personnel, system operation and maintenance staff, and product designers, clarifying the transformation path of AI systems from "theoretical framework" to "practical products". AI Algorithm Engineers: S…  ( 13 min )
    Unleashing Next-Gen AI: AWS & OpenAI Join Forces in Groundbreaking Partnership
    In a move that's likely to send shockwaves through the tech industry, Amazon Web Services (AWS) and OpenAI have announced a multi-year strategic partnership. This collaboration promises to accelerate the development of artificial intelligence (AI) technologies and further blur the lines between human and machine capabilities. The partnership will see AWS and OpenAI working together on several fronts: Exclusive use of AWS infrastructure: OpenAI will leverage AWS's comprehensive suite of cloud services, including compute, storage, and database solutions. This will enable OpenAI to scale its AI models and applications more efficiently. Access to proprietary technologies: AWS will gain access to OpenAI's cutting-edge AI technologies, including natural language processing (NLP) and computer vis…  ( 7 min )
    Outil de Cybersécurité du Jour - Nov 4, 2025
    Outil de Cybersécurité Moderne : Wireshark - Analysateur de Protocole Réseau Introduction Dans un monde de plus en plus connecté, la cybersécurité est devenue une préoccupation majeure pour les entreprises et les particuliers. Avec la multiplication des menaces en ligne, il est essentiel de disposer d'outils efficaces pour protéger les réseaux et les données sensibles. Parmi ces outils, Wireshark se distingue comme un puissant logiciel d'analyse de protocole réseau qui permet de surveiller le trafic réseau en temps réel et d'identifier les potentielles failles de sécurité. Wireshark est un logiciel open-source développé par la communauté des experts en sécurité informatique. Il est disponible gratuitement sur plusieurs plateformes, notamment Windows, macOS et Linux, ce qui en …  ( 7 min )
    The Smart Way to Achieve Fast and Secure File Uploads to S3 (Without a Server) 💥
    Uploading files is one of the most common operations in web and mobile applications, from profile pictures, invoices, and videos to uploading experimental files during pre-production or testing phases. Traditionally, files are uploaded directly to the backend server, which then forwards them to a storage service like Amazon S3. While this approach seems simple, it introduces serious performance bottlenecks and potential security risks. And here lies the real challenge: how can we upload large files without degrading performance or overloading the backend, and at the same time, without exposing our AWS credentials to the frontend, which would completely break security? I often ask this question during interviews, and many of my colleagues have faced it too. It’s not a trivial problem, it i…  ( 9 min )
    You’ll Learn More in 3 Months on the Job Than 2 Years of Tutorials
    Your first dev job will teach you more in three months than two years of tutorials ever could. Most juniors don’t believe that (I certainly did not). They’re stuck in the “just one more course” loop — convinced the next certification or project will finally make them ready. But real growth doesn’t happen before the job. It happens because of it. I applied to my first dev job feeling completely unprepared. Spent the first week thinking someone in HR had made a terrible mistake. And yet — within a month, I’d learned more about version control, debugging, and reading other people’s code than six months of online courses ever taught me. Because tutorials can’t simulate what it’s like to fix production bugs at 9PM or explain your logic during a code review. Once you’re in a real environment, everything shifts. You learn how to: Read messy legacy code and make sense of it. Ask better, sharper questions. Navigate feedback without taking it personally. Handle ambiguity when specs aren’t crystal clear. That’s the real developer education — and it starts on day one. Don’t just apply anywhere. Look for teams that actually invest in juniors. Green flags: Structured onboarding Pair programming Regular code reviews Patient seniors who want to mentor Red flags: No documentation Everyone’s too busy to help They expect you to “hit the ground running” on day one That feeling of not being ready? It never fully goes away. Even senior devs feel it. So apply anyway. Because the fastest way to grow is to start — not to prepare forever. You’ll learn by doing, failing, and improving. That’s how every great developer started.  ( 7 min )
    Multi-Tenancy Database Patterns with examples in Go
    Multi-tenancy is a fundamental architectural pattern for SaaS applications, allowing multiple customers (tenants) to share the same application infrastructure while maintaining data isolation. Choosing the right database pattern is crucial for scalability, security, and operational efficiency. When designing a multi-tenant application, you have three primary database architecture patterns to choose from: Shared Database, Shared Schema (most common) Shared Database, Separate Schema Separate Database per Tenant Each pattern has distinct characteristics, trade-offs, and use cases. Let's explore each in detail. This is the most common multi-tenancy pattern, where all tenants share the same database and schema, with a tenant_id column used to distinguish tenant data. Architecture ┌─────────────…  ( 13 min )
    A Rundown on PWAs
    The Basics Let's start with the very basics: What is a PWA? It stands for Progressive Web App, and to really understand the full capabilities of them, you first need a base level of understanding of both a normal website and a platform-specific app. So what's a website? Well, as odd as the question may seem, there's several traits to a website that are important to consider when making or looking into a PWA. A website is something hosted on the internet - obviously, yes, but it means a few things for us as users and developers. A user doesn't download a website to their computer; it doesn't take up space, it isn't something you need to install, it's just hosted on the internet. Websites, BEING hosted on the internet, are inherently compatible with pretty much any device that can get an i…  ( 9 min )
    How to Create an SPL Token-2022 on Solana: No-Code Guide to Deploy Tokens with Extensions
    How to Create an SPL Token-2022 on Solana: No-Code Guide to Deploy Tokens with Extensions Hey devs! Want to launch your own token on Solana's blazing-fast blockchain but intimidated by Rust or smart contracts? You're in luck. With SPL Token-2022, Solana's upgraded token standard, you can create feature-rich tokens (think transfer fees or soulbound NFTs) without writing code. This guide uses Web3.Market's Solana Token Generator to deploy a token in minutes—perfect for DeFi experiments, NFT projects, or community governance. Disclaimer: Token creation involves real SOL fees and potential legal risks. Always consult legal experts, audit your tokenomics, and DYOR. This is educational only—never invest more than you can afford to lose. By the end, you'll have a live token ready for Raydium li…  ( 9 min )
    Eating Low-Hanging Frogs
    The early bird catches the worm, which must appeal to the fish, not to the fisher, and eating a frog or low-hanging fruits are proverbial allegories of productivity strategies found in coaching and thought leadership business advice. Picking so-called "low hanging fruits" stands for starting with easy, nearby opportunities promising perceivable quick wins like we would often do to please new customers when showing them a preview. "Eating a frog" means accepting an unpleasant challenge, like solving a tricky error or mastering a dreaded negotiation. The AI-generated image above illustrates the idea of low hanging frogs and a little life-hack strategy combining some of the sayings metioned before: identify a small task that you could tackle and finish early in the morning to start your day with a feeling of success and achievement. A task that should be small and simple enough to finish it successfully in a short time without too much effort, but not be too insignificant which would make the feeling of success merely symbolic. Ideally, that's something slightly unconfortable for a creative coder, like picking up the phone and holding the line until someone picks up to acknowledge an appointment, answering an email, or looking up a piece of information that got lost. It could also be writing a small blog post like this one, for the sake of consistency in the sense of posting regularly. Note that all images have been generated using AI, based on a spontaneous wordplay idea. These are my "low-hanging frogs" for today. Hope that you like it!  ( 6 min )
    Math.random, friend or foe?
    Math.random is flawed, as bold a claim as that may seem. It does what it sets out to do, It generates a number between 0 and 1 that’s random… Right? Wrong! Math.random doesn’t actually produce a truly random number. The number it creates is deterministic, meaning that it’s predictable. Now maybe for a quick dice roller or game feature, this won’t matter, but for security, this matters a lot. Computers, too smart for their own good So, why is this even a problem in the first place? For one, we can't generate truly random numbers, not easily at least. Computers are very bad at generating random numbers. Without some kind of outside influence, it’s hard to get anything that is truly random. Computers are good at math, but not at randomness. The problem with any kind of “outside influence”, …  ( 9 min )
    Math.random, friend or foe?
    Math.random is flawed, as bold a claim as that may seem. It does what it sets out to do, It generates a number between 0 and 1 that’s random… Right? Wrong! Math.random doesn’t actually produce a truly random number. The number it creates is deterministic, meaning that it’s predictable. Now maybe for a quick dice roller or game feature, this won’t matter, but for security, this matters a lot. Computers, too smart for their own good So, why is this even a problem in the first place? For one, we can't generate truly random numbers, not easily at least. Computers are very bad at generating random numbers. Without some kind of outside influence, it’s hard to get anything that is truly random. Computers are good at math, but not at randomness. The problem with any kind of “outside influence”, …  ( 9 min )
    Vibe Coding Advantages and Drawbacks for Different Types of Users
    Image Source: unsplash Vibe coding does not fit everyone, but you might find it helpful on your coding path. Many developers use AI tools daily, and you might be one of them. Some developers use ChatGPT, Copilot, or other tools to help speed up their coding. You might be new to coding and depend on AI for code completion or debugging. You could also be an experienced engineer using AI to multiply your productivity. Vibe coding gives you a chance to blend your intuition with technical checks. If you learn to mix your vibe with validation, you can shape the future of coding. Your vibe coding journey depends on your learning goals and how you want to grow as a coder. Vibe Coding Overview Image Source: pexels What Is Vibe Coding You might wonder what vibe coding means. Vibe coding is an approa…  ( 18 min )
    How We Built the Ultimate AI Content Generator Plugin for PayloadCMS
    When You Have Great Ideas But Struggle to Write About Them Mygom.tech, our team churns out proof-of-concepts and internal tools that actually solve real problems. But when it comes to documenting those wins? That's where we hit a wall. We had a backlog of case studies and technical blogs - tools that could help hundreds, just sitting in Notion because nobody wanted to write them. Our engineers dreaded spending hours on content. We tried outsourcing. $300 per post and still, it never sounded like us. So we built what we needed: an AI content generator for PayloadCMS that transforms a simple idea into a researched, brand-aligned article in minutes. Not another generic AI writer - something smarter, tailored for teams like ours who need deep technical accuracy and real voice. Why does this ma…  ( 12 min )
    Automating Azure SFTP deployment with Terraform
    In a previous blog, I walked through how to set up SFTP on Azure step-by-step through the Azure Portal. That’s a great way to get familiar with the service, but if you're deploying this regularly, across different environments, for multiple clients, or as part of a DevOps process, you need a way to automate it. That’s where Terraform comes in. Terraform is an Infrastructure as Code (IaC) tool that allows you to define and deploy Azure resources using configuration files. This means you can create your Azure SFTP setup in a version controlled way and replicate it in multiple environments with minimal effort. I’ve published a GitHub repository containing the Terraform configuration you need to create: An Azure resource group A premium block blob storage account SFTP enabled on that storage…  ( 8 min )
    Ringer Movies: ‘The Truman Show’ With Bill Simmons, Glen Powell, and Chris Ryan | The Rewatchables
    In this episode of The Rewatchables, Bill Simmons and Chris Ryan welcome actor Glen Powell to revisit Peter Weir’s 1998 classic The Truman Show—Jim Carrey’s unforgettable turn alongside Laura Linney and Ed Harris. They chat about Powell’s unique take, swap memories of their favorite scenes, and debate what makes the film endlessly rewatchable. Timestamps guide you straight to the goods (1:59 for Powell’s thoughts, 37:43 for the top rewatchable moment, 42:19 for their signature category breakdown), all wrapped up with a State Farm sponsor shout-out and links to subscribe to The Ringer’s channels. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 ditches the jungle and Schwarzenegger for an urban, sun-scorched L.A., where Danny Glover goes head-to-head with an upgraded Predator amid a brutal heat and crime wave. It may lack Arnie’s one-liners and jungle vibes, but the new setting and monster keep things fresh. With a splash of Gary Busey and a healthy dose of neon-drenched chaos, this Caravan of Garbage review is a reminder that the franchise can still surprise you—as long as you don’t expect an exact replay of the original. Watch on YouTube  ( 6 min )
    Build Automation Workflows Instantly with AI — No APIs, No Scripts, Just Prompts
    As developers, we love automation — but let’s be honest, building every single workflow manually is time-consuming. Enter NapNox AI Workflow Builder, a new tool powered by Gemini AI that lets you build complex automation workflows by simply describing what you want. Example: “I want to post every new blog article automatically to Twitter and LinkedIn.” That’s it. In seconds, the AI returns: A prebuilt n8n workflow JSON ready to copy-paste A step-by-step implementation guide Suggested tools & connections (Twitter API, LinkedIn OAuth2, RSS, etc.) You can choose filters like: Platform → n8n, Zapier, Make Type → Social Media, CRM, Analytics Tools → Twitter, Notion, Gmail, etc. And the builder does the rest — combining your inputs into a fully functional workflow with editable nodes. This isn’t just for no-coders. Even devs can speed up testing, mockups, or prototypes with it. It’s like ChatGPT — but acts as an Agent for automation workflows. Want to try it? AI Workflow Builder  ( 6 min )
    Build Your Own PDF Converter: A Python Script + Free WordPress Integration for Devs
    Hey fellow coders! I'm Rajni again, that Bangalore-based tinkerer who's equal parts caffeine and keyboard clacks. Last time I geeked out on privacy scrapers; now, let's talk PDF magic. Ever needed to whip up a quick online tool to convert docs to PDF? Maybe for a blog, side hustle, or just to flex some Python? I've been there—frustrated with clunky online converters that watermark everything or nag for subs. So, I rolled my own: a simple Python backend using FPDF (free, no API drama), wrapped in a Flask web app for that "online" vibe. Then, for the WordPress crowd (hey, not all of us live in CLI land), I'll show how to embed a free version right into your site without dropping a dime. This ain't theory—it's battle-tested code I forked on my GitHub (rajni-dev/pdf-converter-tool). Fork it, t…  ( 8 min )
    🎯 Why I Chose BSc (Hons) Data Science After My HND in Software Engineering — The Turning Point in My Tech Journey
    Hi DEV Community! 👋 I’m Mohamed Riham, currently pursuing my BSc (Hons) in Data Science after completing my Higher National Diploma (HND) in Software Engineering. This is not just another academic update — this is the story of how I found my path, why I transitioned from Software Engineering to Data Science, and what truly led me to make one of the most defining decisions of my life. When I began my HND in Software Engineering, my goal was very clear: Learn programming Build real projects Become a software engineer And I did exactly that. Programming fundamentals Databases & SQL Web technologies Object-Oriented Programming (OOP) Software Engineering principles I loved building systems, solving problems, and turning ideas into products that worked. gap — a curiosity that tradit…  ( 9 min )
    Understanding Metaverse & Web3 Gaming
    🕹️ From Play-to-Earn to Play-to-Own: Understanding Metaverse & Web3 Gaming Web3 is redefining how we play, build, and trade inside games. How Metaverse worlds use blockchain Why Web3 Gaming empowers creators & players The future of interoperable digital assets 📺 Watch full explanation: [YouTube Link] and join the Web3 Explained Series by Kishan (Founder of OmniRadhaNexus). Web3 #Gaming #Blockchain #Metaverse #GameDev  ( 6 min )
    Building Resilient Event-Driven Systems: Lessons from the Distributed Trenches
    When you first look at a distributed architecture diagram with services scattered across multiple cloud providers, regions, and continents, it's easy to feel overwhelmed. Network partitions, timeouts, SSL handshake failures, connection drops—the list of things that can go wrong seems endless. And they do go wrong, constantly. In our globally distributed application running across 5 regions on Fly.io, we see these failures every single day. Phoenix.PubSub disconnecting from Redis. PostgreSQL protocols timing out mid-query. RabbitMQ brokers closing connections unexpectedly. It looks scary, and honestly, it should be. But here's the thing: with the right architectural choices, the right technology stack, and a healthy respect for the fallacies of distributed computing, you can build systems t…  ( 10 min )
    Java String getBytes() Explained: Your Ultimate Guide to Character Encoding
    Java String getBytes() Explained: Stop Letting Character Encoding Ruin Your Code Let's be real for a second. When you're starting with Java, String objects feel like magic. You can add them, split them, compare them... life is good. Then, you need to save that text to a file, send it over a network, or maybe hash it for a password. Suddenly, the universe throws a scary term at you: byte arrays. And right there, in the middle of the confusion, is the getBytes() method. You've probably seen it, maybe even used it with a shrug, hoping it would just work. Spoiler alert: sometimes it doesn't. You end up with garbled text, weird question marks (�), or characters that look like they're from a alien language. Ever seen "Café" instead of "Café"? Yep, that's the enemy we're fighting today. Don't …  ( 10 min )
    Wool Curtains: Which Side Faces Your Winter Window?
    wool curtains for winter, but here's the problem—most people don't know how to hang them correctly. If your curtains have both a wool layer and a blackout layer, which side should face the cold glass? Get this wrong, and you're wasting money on heating costs. Wool isn't just for sweaters. It's one of nature's best insulators, and here's why it matters for your windows. Here's what you've been waiting for—the definitive answer. For most wool curtains with a blackout layer, the blackout side should face the window. The wool side should face your room. There are exceptions, though. Sometimes wool should face the window instead. Single-layer pure wool curtains have no coating, so the wool itself must directly block the cold air. In this case, hang them as close to the window as possible—ideall…  ( 11 min )
    Master Java String Format(): The Ultimate Guide with Examples & Tips
    Stop Fumbling with '+' in Java: A No-BS Guide to Mastering String.format() Let's be real. If you're learning Java, you've probably built a thousand strings using the good ol' + operator. java This is where Java's String.format() method swoops in like a superhero. It's your secret weapon for creating clean, professional, and dynamically formatted strings without breaking a sweat. In this guide, we're not just going to skim the surface. We're going to dive deep into String.format(), break down its syntax, explore killer examples, and look at real-world use cases that you'll actually encounter. By the end, you'll wonder how you ever lived without it. Ready to write code that doesn't just work, but looks good doing it? Let's get into it. What is String.format(), Actually? Think of it as a te…  ( 10 min )
    Simply Order (Part 6) – Making APIs Idempotent: Because Users Double-Click and Networks Lie
    This is the fifth article in our series, where we design a simple order solution for a hypothetical company called Simply Order. The company expects high traffic and needs a resilient, scalable, and distributed order system. In the previous articles: Simply Order (Part 1) Distributed Transactions in Microservices: Why 2PC Doesn’t Fit and How Sagas Help Simply Order (Part 2) — Designing and Implementing the Saga Workflow with Temporal Simply Order (Part 3) — Linking It All Together: Connecting Services and Watching Temporal in Action Simply Order (Part 4) — Reliable Events with the Outbox Pattern (Concepts) Simply Order (Part 5) — Hands-On: Building the Outbox Pattern for Reliable Event We built the core services — Order, Payment, and Inventory — and discussed different approaches for handl…  ( 10 min )
    Common LLM Mistakes in Project Management and How to Fix Them
    I still remember when a project plan was a Gantt chart and a good day meant “no blockers.” Today, my mornings start with AI—asking a large language model to summarize sprint notes, rewrite stakeholder updates, or analyze why our QA velocity dipped. It’s astonishing how quickly LLMs in Project Management have become a routine part of project delivery. But with speed often comes confusion. According to the State of AI in Business 2025 report by MLQ.ai, over 80% of enterprises are piloting AI in at least one workflow, yet fewer than 15% have integrated these tools into their core business processes. That gap mirrors what I see on the ground—teams experimenting enthusiastically but lacking the guardrails, governance, and metrics needed to make AI a reliable part of project management. In my ex…  ( 15 min )
    How JavaScript Works: The Runtime Environment
    A program is fundamentally about two things: Allocating Memory: Where do we store our data and variables? Parsing and Executing: How do we read and run our instructions? To run our JavaScript code, we need an engine that translates it into machine code. Browsers have different engines, like V8 in Chrome and SpiderMonkey in Firefox. For server-side execution, we use environments like Node.js, which is built on the V8 engine. The JS Engine is the "heart" where your code is actually understood and executed. Inside the engine, we have two key parts: Memory Heap: This is where memory allocation happens. When you create variables, objects, or functions, they get allocated space in the heap. This is why we need to be mindful of memory leaks. For example, by avoiding unnecessary global variables …  ( 8 min )
    Why Developers Should Study Human Behavior Before Code
    I spent three years building a feature nobody used. It was technically brilliant—clean architecture, comprehensive test coverage, performant at scale. The code review comments were glowing. The tech lead called it "textbook engineering." But when we shipped it, usage metrics flatlined. Support tickets flooded in asking how to accomplish tasks the feature was specifically designed to handle. The problem wasn't the code. The code was perfect. The problem was that I built what made sense to me as a developer, not what made sense to the humans who would actually use it. I had optimized for technical elegance while completely missing how people actually think, work, and make decisions. I built a solution to a problem I understood intellectually but had never observed behaviorally. And in doing …  ( 12 min )
    A Lightweight Web Component for Building Custom Circular Sliders
    CircularRange is a native web component for creating circular range sliders without any dependencies. Perfect for gauges, speedometers, and custom controls. Key features: Zero dependencies, single JavaScript module Full keyboard navigation and ARIA support 20+ CSS variables for complete styling control Works with standard form submissions Supports custom arcs, reverse direction, and multi-labels Built on modern web standards with Shadow DOM encapsulation and ElementInternals API integration. Great for dashboards, audio controls, and IoT interfaces where circular inputs make more sense than linear sliders. 👉 Blog Post 👉 Live Demo  ( 6 min )
    [Boost]
    Every Sunday, I Refactor Old Code and It’s the Smartest Habit I’ve Ever Built Hadil Ben Abdallah ・ Nov 4 #webdev #css #javascript #python  ( 5 min )
    Chatbot Services: Revolutionizing Digital Interaction
    In today’s fast-paced digital landscape, businesses and organizations are continuously seeking innovative solutions to enhance customer engagement, streamline operations, and improve overall efficiency. One technology that has gained immense popularity in recent years is chatbot services. These AI-powered virtual assistants are transforming the way businesses communicate with their audiences, providing instant, personalized, and round-the-clock support. This article explores the world of chatbot services, their applications, benefits, and the factors to consider when implementing them. What Are Chatbot Services? Chatbot services refer to software applications that use artificial intelligence (AI) and natural language processing (NLP) to simulate human conversation. These chatbots can inter…  ( 8 min )
    The Role of Knowledge Base Design in Customer Satisfaction
    In today’s fast-moving digital world, customers want quick, reliable answers. When they have questions about your product or service, the first place they turn to is often your knowledge base. But here’s the catch: if your knowledge base isn’t well designed, it can frustrate users instead of helping them. A thoughtfully designed knowledge base is more than a support hub — it’s a key factor in driving customer satisfaction, trust, and loyalty. Let’s break down how design directly shapes the customer experience. A knowledge base is a centralised hub where users can find answers to their questions — FAQs, tutorials, troubleshooting steps, product guides, and more. It’s the foundation of self-service support, allowing customers to help themselves without contacting a support agent. Accor…  ( 8 min )
    Every Sunday, I Refactor Old Code and It’s the Smartest Habit I’ve Ever Built
    I don’t have a fancy morning routine. I usually wake up late. Scroll LinkedIn. Check Dev.to... Not to fix bugs. Not to build new features. That’s my weird little ritual. It started accidentally. final_version_realfinal folders. The code was full of console.logs, duplicated functions, and CSS that looked like spaghetti. One hour later, I wasn’t just refactoring, I was learning. I don’t follow a strict process. Sometimes I realize how much I’ve improved. weirdly creative past-me was. But that’s the beauty of it, it’s raw, honest progress. Refactoring doesn’t mean rewriting everything. Renaming bad variables like temp_data_final3 to something human-readable. Removing unnecessary code that does nothing. Replacing old logic with something more elegant. Adding comments where my past self left c…  ( 10 min )
    Unlocking Developer Revenue: The Future of AI Monetization with Monetzly
    When Ads Become Helpful Suggestions Instead of Interruptions In the rapidly evolving landscape of AI applications, developers face a common dilemma: How can you monetize your innovative app without compromising the user experience? Enter Monetzly — the first platform that empowers developers to monetize their applications while seamlessly integrating context-aware advertising. As AI applications proliferate, many struggle with sustainable monetization strategies. Relying solely on subscriptions or paywalls can alienate users, stifling engagement and growth. What if there was a way to generate revenue without disrupting the user experience? Monetzly changes the game with its unique dual-earning model. Imagine a scenario where your AI app not only engages users but also provides them with …  ( 7 min )
    3 State Management Mistakes I Wish I Knew Earlier — By Bayajit Islam
    When I first started building Flutter apps, state management felt overwhelming. I made some mistakes that cost me hours — here are the top 3 I wish I knew earlier 👇 setState Everywhere At first, I used setState() for almost everything. ✅ Mistake: It caused unnecessary rebuilds and made debugging harder. 💡 Tip: Use ValueNotifier, Provider, or Riverpod for parts of the UI that don’t need a full rebuild. I tried every package I found online — Bloc, MobX, Redux — even for tiny apps. ✅ Mistake: Overkill = slower dev + more boilerplate. 💡 Tip: Start simple: Provider or Riverpod is enough for most small to medium apps. I jumped straight into coding without thinking about how data flows. ✅ Mistake: Hard-to-maintain code, messy state, and bugs everywhere. 💡 Tip: Spend time planning state hierarchy: which widgets own the state, which widgets just listen. State management isn’t just about code — it’s about structure and efficiency. Pick the right approach for your app size, and think about data flow early. I’m Bayajit Islam, a Flutter frontend developer who loves building clean, maintainable apps. Small mistakes early can save you huge headaches later 🚀  ( 6 min )
    🦇 Spooky Night — Halloween CSS Art 🌙✨
    This is a submission for Frontend Challenge - Halloween Edition, CSS Art. Halloween has always been about that magical mix of spooky and beautiful — the glowing moon, the flying bats, and the mysterious night sky. HTML and CSS (no images or JS needed!). The goal was to make it feel alive — with random bat movement, glowing lights, and soft night colors that bring the Halloween vibe to life. Here’s the live version of my spooky CSS art: View Demo on GitHub Pages View Source on GitHub This started as a simple CSS moon animation… and then the bats came in 🦇 Creating natural motion using @keyframes and animation-delay randomness. Layering effects with pure CSS gradients and transforms. Making light glows and depth using box-shadow and filter: blur(). Keeping it responsive and performant while keeping that “spooky magic.” The entire animation runs on zero JavaScript. The bats randomly move across the sky, giving life to the art. Smooth night ambiance created using CSS-only glow effects. I’d love to expand this into a CSS Art Halloween Scene Generator, where each reload spawns a unique night sky with different moon and bat arrangements 🌕💫 Made with love by @dmsmenula 🧙‍♂️ MIT License.  ( 6 min )
    The Software Development Journey
    My Journey in Software Development: From Learning to Building Real Projects Over the past few months, my journey as a software developer has been nothing short of transformative. What began as a deep dive into Python and SQLAlchemy has grown into full-stack development with Flask, React, and even collaborative project building. I’ve had the chance to not only learn but also apply what I’ve learned in real, working applications. Learning and Growing Through Code Starting with Python, I learned to build database-driven applications using SQLAlchemy ORM and Alembic for migrations. Those projects helped me understand how to model data, manage relationships, and interact with databases efficiently. I also gained confidence using command-line interfaces (CLI) and integrating logic for tasks like…  ( 7 min )
    💾 Custom "Save as Draft Without Validation" Button with Auto-Redirect in Joget Forms
    🧩 Overview In many Joget applications, users want the flexibility to save their form progress as a draft and return later to complete it. This guide shows how to create a custom "Save as Draft" button in Joget using a BeanShell script that: Adds a Save as Draft button dynamically. Automatically updates workflow status fields (status and wf_status). Redirects users to the Inbox (or another page) after saving. ⚙️ How It Works ✅ The script dynamically inserts a SaveAsDraftButton inside a section’s layout. ✅ It then injects a small JavaScript snippet using a CustomHTML element to handle: Status updates to "Draft" Conditional redirection to a custom Userview page (your_menu_id) 💻 Full Code Paste this BeanShell script into your Form → Section → Data → …  ( 7 min )
    The Issuance Revolution Under the New RWA Narrative: Why is Synbo's CCO the Ideal Path for Onboarding Traditional Assets?
    As RWA (Real World Assets) emerges as a trillion-dollar narrative, a critical question arises: how to bring traditional assets onto the blockchain in a compliant, trustworthy, and efficient manner? The traditional ICO model is ruled out due to its stigma, and the speculative nature of IDOs is incompatible with the stability needs of RWA. Synbo Protocol's CCO (Community Contribution Offering) model, with its built-in transparency and compliance genes, is becoming a bridge connecting traditional finance and the DeFi world. Trust, Compliance, and Community · The Infeasibility of ICOs: The anonymity and lack of oversight in ICOs make them entirely unsuitable for RWA issuance. Many features of the CCO model highly align with the issuance needs of RWA: · Transparent Fund Flow: Smart contract-bas…  ( 7 min )
    How I Cracked Designing the DoorDash System Design Interview Platform
    When I first saw the DoorDash system design interview platform on my calendar, my heart did a little somersault. It wasn’t just another whiteboarding round—it was an opportunity to prove I could architect scalable, real-world systems under pressure. If you’re prepping for DoorDash (or any big tech’s) system design interview, buckle up. I’ll share seven hard-earned lessons sprinkled with code, architecture tips, and real-world tradeoffs. My initial mistake? I pictured DoorDash as “Uber for food.” Quick rides, random drops. But DoorDash operates at a different scale and complexity. DoorDash connects: Customers placing orders Restaurants preparing those orders Dashers (delivery folks) picking up and dropping off External APIs for payment, mapping, and notifications This triad demands real-tim…  ( 9 min )
    Tech Doesn’t Wait for Degrees — It Rewards Adaptability
    The tech world moves faster than any curriculum can keep up. We often hear that a degree opens doors. But in 2025 and beyond, it’s adaptability that keeps them open. For decades, a degree was the ticket to opportunity — it symbolized credibility and knowledge. real value lies in what you can build, not just what you can recite. The reality is simple: Tools change every year. Frameworks evolve. Business priorities shift overnight. What remains constant? The ability to learn, unlearn, and adapt. Companies today focus more on hands-on experience — real projects, open-source contributions, and skill-based certifications. Hard skills fade with time — adaptability doesn’t. Yesterday it was on-prem servers, today it’s Kubernetes clusters. Yesterday it was manual builds, now it’s automated CI/CD p…  ( 8 min )
    Coordinated Burst Activity Report
    Period: Apr 2025 – Nov 2025 Prepared by: Tyler Johnston-Kent • tyler@formant.ca Coordinating against hybrid Irish-Canadian botnets is a tough job, but someone has to do it. This post summarizes months of structured probing activity directed at formant.ca, documented and correlated through Cloudflare, Firebase, and locally processed analytics. The purpose is to provide a transparent, technical record for other defenders and security researchers who may encounter similar patterns. Across four months, repeated short-window “burst clusters” targeted formant.ca and related properties. These clusters share the same structure and indicators as activity first labeled internally as the “Ireland Botnet” in Aug 2025. The most recent clusters show an IPv6 subnet in Winnipeg acting as an orchestra…  ( 8 min )
    From "Fundraising" to "Co-building": How Synbo's CCO Redefines the Relationship Between Projects and Community
    In traditional ICO/IDO models, the role of community members is simplified to "investors" or "buyers," maintaining a purely economic transaction relationship with the project team. This fragile relationship easily collapses in the face of market volatility. Synbo Protocol's CCO (Community Contribution Offering) model is attempting a transformative shift: elevating the community from "bystanders" and "consumers" to "co-builders" and "guardians" of the project, redefining the growth path of digital ecosystems. In ICOs and IDOs, the community supports projects through funding, with expectations pinned on post-listing price appreciation. Project teams see the community as a funding source, and the community sees the project as an investment vehicle. The core of this relationship is short-term …  ( 7 min )
    CodeChroma: How Kiro Brought Multi-Sensory Development to Life
    The IDE Evolution We've Been Waiting For For decades, the Integrated Development Environment (IDE) remained fundamentally unchanged. We type. We see errors. We debug. Repeat. Visual Studio Code revolutionized how we work, but even the most advanced IDEs treat code as pure text—lifeless, silent, and detached from the developer's sensory experience. Then came Kiro. And suddenly, the impossible became not just possible, but inevitable. This is the story of how CodeChroma, a multi-sensory development framework that lets developers hear and feel code quality in real-time, became buildable in three weeks—thanks to an IDE that decided to treat artificial intelligence not as a code autocomplete, but as an intelligent development partner. The Problem With Traditional IDEs: They Stopped Evolving B…  ( 12 min )
    Data Mining Explained: Techniques, Tools, and Applications
    In today’s digital era, data is often called the new oil. Every second, massive amounts of data are generated through social media, online transactions, sensors, and digital devices. But data alone has little value unless it’s processed and analyzed to uncover meaningful insights. This is where data mining plays a crucial role. Data mining is the process of discovering patterns, trends, and useful information from large datasets using statistical, mathematical, and computational techniques. It helps businesses and organizations make data-driven decisions, predict future trends, and improve their overall efficiency. What is Data Mining? Data mining is a core component of data science that involves extracting hidden information from large datasets. It uses algorithms to identify relationship…  ( 8 min )
    Linear Search but recursive
    linear search but recursive, after all why not make your life hell. def linear_search(arr: list[int], target: int, index: int = 0) -> int: if index == len(arr): return -1 if target == arr[index]: return index return linear_search(arr=arr, target=target, index=index + 1) n: int = [37, 82, 15, 64, 9, 58, 91, 26, 73, 46] target: int = 46 index: int = linear_search(arr=arr, target=target, index=0) if index == -1: print("target element not found.") else: print(f"target element found at index {index}")  ( 6 min )
    Architectural Patterns for Securing Data: At Rest, In Transit, and At Runtime
    This blog post dives into the architectural patterns that form the backbone of modern data security strategies. We’ll explore how to protect information at rest, in transit, and at runtime, each with its own unique challenges and solutions. Data at rest refers to information stored on physical or virtual media, such as hard drives, SSDs, or cloud storage. Protecting this data is critical to prevent unauthorized access in case of theft, loss, or breaches. Modern strategies for securing data at rest include encryption, access controls, and specialized hardware solutions. Transparent Data Encryption (TDE) is a widely used technique for encrypting database files at rest. TDE automatically encrypts data before it is written to storage and decrypts it when read, without requiring changes to appl…  ( 17 min )
    Spatial Secrets: Unleashing Language Models with Unexpected Masking by Arvind Sundararajan
    Spatial Secrets: Unleashing Language Models with Unexpected Masking Ever struggled to extract meaningful insights from complex geospatial data? Traditional approaches often involve intricate feature engineering and specialized algorithms. But what if you could leverage the power of language models, typically used for text, to unlock hidden patterns in spatial data? Turns out, there's a surprisingly effective trick we can use. The core idea revolves around causal masking. While language models usually predict the next word in a sequence, we've discovered a way to adapt this technique for spatial contexts. Imagine a chessboard: instead of predicting the next move in a sequence, we can use causal masking to predict the state of a specific square based on the information 'above' or 'to the l…  ( 7 min )
    OpenAI's $38B AWS Coup Drives Amazon to Record High
    Amazon has made a massive splash in the tech world by closing a record-breaking deal worth $38 billion. In this partnership, OpenAI will integrate its AI technology with Amazon Web Services (AWS), creating an unprecedented synergy that promises to revolutionize the way we approach artificial intelligence. Record-breaking valuation: This deal values OpenAI at a staggering $28 billion, cementing its position as one of the most valuable startups in the world. Integration with AWS: The partnership will see OpenAI's AI technology seamlessly integrated with Amazon's cloud computing platform, creating a robust and scalable infrastructure for AI development. Collaborative innovation: Both parties have committed to working together to develop cutting-edge AI solutions that leverage the strengths of…  ( 7 min )
    5 Library That You Must Install in Your React Application 2026
    Every time I start a new React project, I realize there are a few libraries I install almost by muscle memory. They make my workflow faster, my code cleaner, and my life a bit easier. Here are the ones that, in my opinion, deserve a spot in your package.json in 2026. usehooks-ts 📦 npm install usehooks-ts This one’s a small gem. It’s a collection of reusable hooks — useLocalStorage, useDarkMode, useMediaQuery, and many more. Instead of re-writing the same logic over and over, I just grab what I need from this package. It keeps my components simple and predictable. 🧠 Great for: Developers who love clean and reusable code. React Hook Form 📦 npm install react-hook-form Still one of the best ways to handle forms in React. It’s lightweight, fast, and plays nicely with any UI library …  ( 7 min )
    Kahn’s Algorithm and Cycle Detection in Directed Graphs
    Kahn's algorithm is quite simple and intuitive. We just calculate the indegree of each node in the graph and start with those that have an indegree of 0 (by pushing them into the queue). Next, we take the nodes out of the queue one by one, iterate over their neighbors, and simulate edge removal by simply decreasing the indegree of each neighbor by 1. If during that process the indegree of any neighbor becomes 0, we push that node into the queue. A simple analogy is the process of removing bricks from a pile — start from the top and keep removing those that have no one above them, and continue until the pile is empty. This awesome creature named Kahn's algorithm is not limited to just performing a topological sort. Along with that, it naturally detects a cycle for us (yes, a "2-in-1" produc…  ( 7 min )
    Teamcamp vs. Linear: Which Is Right for Your Dev Team?( Best Linear Alternative )
    You Know that Linear is the Darling of Developers also You are tired of Jira's complexity. Your team wants something fast, clean, and built for developers. You have narrowed it down to two tools: Linear and Teamcamp. Both promise to fix your workflow chaos, but they take dramatically different approaches. Linear is the minimalist darling of Silicon Valley startups. Teamcamp is the all-in-one platform built for dev agencies and freelance teams. One focuses on pure speed. The other solves the complete client-to-cash workflow. Which one actually fits your team? Let's break it down with real data, honest comparisons, and zero marketing fluff. Linear launched in 2019 with one mission: make issue tracking fast and beautiful. It's built for product teams who value keyboard shortcuts, instant lo…  ( 11 min )
    A Developer's Guide to Useful Apache Modules
    Apache is one of the most widely used web servers, and its real power comes from its modular design. Below is a practical, example-based guide to Apache modules that are useful in real-world web development. # Enable a module sudo a2enmod module_name # Disable a module sudo a2dismod module_name # Restart Apache sudo systemctl restart apache2 mod_rewrite - URL Routing & Clean URLs ServerName example.com RewriteEngine On RewriteRule ^user/([0-9]+)/?$ /profile.php?id=$1 [L,QSA] Used for clean URLs, routing logic, SEO-friendly paths, and framework rewrites. mod_ssl - HTTPS Support ServerName example.com SSLEngine On SSLCertificateFile /etc/ssl/certs/example.crt SSLCertificateKeyFile /etc/ssl/priv…  ( 7 min )
    Boo Boo Bunnies - Event RSVP Landing page for Halloween
    Halloween Landing Page Submission for Frontend Challenge This is a submission for Frontend Challenge - Halloween Edition, Perfect Landing For this challenge, I created a Halloween-themed landing page inspired by spooky aesthetics like haunted houses, glowing pumpkins, and foggy night skies. The page features interactive elements including animated stars, glowing buttons, and a festive footer with a Halloween color palette. I focused on fun, immersive UI design while keeping it fully responsive and user-friendly. You can check out the live demo here: Live Halloween Landing Page Or see a preview screenshot below: Github Repo Link Journey Building this landing page was a fun and creative challenge. I experimented with CSS animations to bring floating stars and fog effects to life and used custom fonts and colors to enhance the spooky mood. Some key things I learned and implemented: CSS animations for stars, fog, and glowing buttons. Parallax effect background image Responsive Modal press R to open and EXC to close Responsive design that works on mobile, tablet, and desktop. Custom fonts to create a Halloween vibe. Layering elements with z-index and transparency to add depth to the page. I’m particularly proud of the Interactive Invitation Section, where the glowing links and Halloween color palette create a festive feel without overwhelming the main content. Next steps I hope to implement: Adding scroll-triggered animations for elements appearing as you scroll down. Sound effects for a more immersive Halloween experience. Integrating AI-generated spooky text for dynamic landing content. Add a backend functionalities to interact with database and servers Big thanks to the Frontend Challenge team for hosting this event and inspiring developers to get creative! I really enjoyed working on vanilla CSS after so long. 🥂 This project was a solo submission. License: MIT  ( 7 min )
    Observability Made Easy: How AI & OpenTelemetry Tame Tool Sprawl
    Building a Resilient Observability Stack in 2025: Practical Steps to Reduce Tool Sprawl With OpenTelemetry, Unified Platforms, and AI The Problem of Tool Sprawl In today's fast-paced development environment, engineering teams are struggling with the ever-growing complexity of their observability stacks. Tool sprawl, where multiple tools and platforms are used for monitoring and logging, is a major contributor to this problem. According to a recent survey, 80% of teams are working on reducing vendor count and consolidating their observability and monitoring tools. To combat tool sprawl and build a resilient observability stack, we'll focus on three key areas: OpenTelemetry: A unified API for instrumentation and propagation of telemetry data. Unified Platforms: Consolidation of …  ( 8 min )
    Why Mobile Performance Testing Is Crucial for OTT Success in Emerging Markets
    OTT platforms have become the primary source of entertainment across emerging markets. Affordable data, regional language content, and the growing accessibility of smartphones have opened new opportunities for streaming services. But with this growth comes rising user expectations. Even a short buffering delay, a playback freeze, or a noticeable drop in quality can cause users to abandon the platform, highlighting the need for OTT testing to ensure seamless performance.  In regions where multiple streaming apps compete for the same audience, performance is often the deciding factor between retention and churn. The question is no longer whether your content is engaging; it’s whether your app performs reliably on the devices and networks your users depend on. In emerging markets, the majorit…  ( 8 min )
    Asyncio: Interview Questions and Practice Problems
    In this article, we will go through some of the most commonly asked practice problems and interview questions related to asyncio. import asyncio import aiohttp async def fetch_url(session, url): async with session.get(url) as response: return await response.text() async def main(): urls = [ 'https://example.com', 'https://httpbin.org/get', 'https://python.org' ] async with aiohttp.ClientSession() as session: tasks = [fetch_url(session, url) for url in urls] results = await asyncio.gather(*tasks) for i, content in enumerate(results): print(f"URL {urls[i]} returned {len(content)} characters") asyncio.run(main()) import time import requests import asyncio import aiohttp urls = [ 'https://example.com',…  ( 13 min )
    Install ISPConfig with Nginx Webserver on Ubuntu 22.04
    Introduction ISPConfig is a very popular open‑source hosting control panel that lets Important: This setup assumes a fresh, clean OS install with howtoforge.com) Before you begin: - A server running Ubuntu 22.04 (64‑bit) with internet sudo -s Pick a fully qualified domain name (FQDN) for your server such as server1.example.com. Do not just use example.com. Edit /etc/hosts: nano /etc/hosts and ensure you have a line like: 127.0.1.1 server1.example.com server1 Edit /etc/hostname: nano /etc/hostname Put only the short hostname (e.g., server1). Reboot the server: systemctl reboot After reboot, verify: hostname hostname -f Ensure your DNS provider has an A (and/or AAAA) record for server1.example.com pointing to your server's public IP. Step 3: Update the system …  ( 7 min )
    📰 Major Tech News: November 4th, 2025: OpenAI's $38 Billion Amazon Pact, Nvidia's AI-Fueled Surge, and China's Chip Power Play
    In a day dominated by the relentless march of AI infrastructure spending, the tech world buzzed with announcements underscoring the sector's voracious appetite for compute power and talent. From blockbuster cloud deals to policy nudges on chip exports, November 4 highlighted how Big Tech's AI ambitions are reshaping global supply chains and startup valuations alike. Investors reacted swiftly, with shares in key players like Amazon and Nvidia climbing amid the optimism—though not without reminders of the escalating costs involved. OpenAI, the creator of ChatGPT, has committed to a multiyear, $38 billion agreement with Amazon Web Services (AWS) to fuel its AI operations with vast amounts of computing resources. The deal, one of the largest in cloud history, will see OpenAI leveraging AWS's i…  ( 9 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Cinemasins hilariously rips apart Nicolas Cage’s Longlegs, pointing out every silly plot hole and those hilariously long limbs in a punchy, under-24-minute rundown—while teasing Osgood Perkins’ upcoming Keeper. They also plug their other YouTube channels (TVSins, Commercial Sins), invite viewers to fill out a “sinful poll,” support them on Patreon, and join the community via Discord, Reddit, Instagram, TikTok and more, thanks to their squad of writers keeping the cinematic sass alive. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins takes on what they call one of the greatest genre movies ever—Sinners—and gleefully rips it apart in under 15 minutes of deadly sins, movie nitpicks, and Halloween-themed fun. It’s a love letter to the film with all the trademark quips and a few friendly jabs to keep you laughing. Beyond the video, they’ve stacked the page with links to their other channels (@TVSins, @CommercialSins, Podcasts), socials (Discord, Reddit, Insta, TikTok), a poll to learn more about their audience, Patreon support, and a shout-out to the writing team behind the mayhem. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Review The 1990 sequel to Predator swaps Schwarzenegger’s jungle hunt for Danny Glover navigating an LA heat-and-crime wave, complete with a nastier new Predator (and a memorable Gary Busey cameo). It’s a fresh spin on the franchise—even if you’re missing Arnold, this city-slicker showdown delivers plenty of goo, grit and ’90s charm. Hosts James and Maso riff on the film’s highs and lows in their trademark informal style, turning their Caravan of Garbage review into a fun ride for fans who don’t mind a little variety in their alien-slaying action. Watch on YouTube  ( 6 min )
    💡 Every Developer Has Faced This Moment 😅
    How to Keep Building When Your Backend Isn’t Ready We’ve all been there. You’ve spent hours perfecting your frontend — every pixel aligns, every animation flows beautifully. The buttons click, the modals slide, the interface looks chef’s kiss. Then comes the real test: fetching live data from the backend. The backend isn’t ready yet. “Hey, can I get the API endpoint for users?” And you get the classic reply — “Working on it bro, will be ready soon 😅.” Meanwhile, you’re stuck. 🧩 The Missing Piece: Mock APIs A Mock API is a simple, powerful way to simulate a real backend while it’s still being built. It helps you: And the best part? It takes just minutes to set up. That’s exactly where jsontoall.tools It’s a lightweight web tool that lets you create instant Mock APIs from your JSON or schema — literally in seconds. You just: Paste your JSON schema (like { "id": "uuid", "name": "string" }). Click “Generate Mock API”. Boom — you get a working API endpoint instantly. No backend setup. Let’s say you’re building a user dashboard in Angular or React. With jsontoall.tools, you can quickly mock something like: [ { And get a ready-to-use https://jsontoall.tools ✅ No Sign-up Needed It’s like having your own instant backend generator — made just for frontend productivity. Software development is all about teamwork — but sometimes, timelines don’t align. The next time your backend isn’t ready, don’t wait. Mock it. Test it. Ship it. developerlife #mockapi #frontend #backend #angular #react #webdevelopment #jsontoall #softwareengineering #productivity  ( 7 min )
    TailView UI: Open-Source Rails Components with Hotwire Magic 🚀
    TailView UI: Building Beautiful Rails Apps Without the JavaScript Fatigue TL;DR I built TailView UI - an open-source collection of 20+ production-ready UI components for Rails developers. It's built with Rails 8, Hotwire (Stimulus + Turbo), and Tailwind CSS. No React, no Vue, just pure Rails magic. Copy, paste, and ship beautiful UIs faster. As Rails developers, we've all been there: Spending hours recreating the same buttons, modals, and forms Fighting with React/Vue just to add a dropdown menu Googling "Rails modal with Stimulus" for the 10th time Copying half-baked examples from Stack Overflow that barely work Meanwhile, the React ecosystem has dozens of component libraries. But what about us Rails developers who believe in the power of server-rendered HTML and progressive …  ( 9 min )
    The headline? OpenAI DevDay just changed the enterprise AI game.
    After a 2-week Diwali break, I'm back with Offbeat AI Watch Issue #3—covering 3 weeks of AI evolution that enterprise leaders need to know about. AgentKit isn't another chatbot wrapper. It's production-ready AI orchestration that finally addresses the observability and reliability gaps that have been stalling enterprise adoption for the past year. *Translation: 2025 is when AI agents move from boardroom PowerPoints to actual operational workflows. Here's what else landed in the last 3 weeks: 🔹 Ada AI Data Analyst – The world's first truly autonomous data analyst. End-to-end analysis, reporting, and recommendations without human intervention. This hit #1 on Product Hunt for a reason. 🔹 Peakflo AI Voice Agents – Humanlike voice automation for business ops. 24/7 context-aware calls in multiple languages. The kind of capability that replaces entire outsourced call center contracts. 🔹 Salesforce Agentforce 360 – Enterprise agentic platform with pre-built agents for sales, service, and operations. Salesforce is betting big on the agentic future. 🔹 Microsoft Dragon Copilot for Nursing – Clinical AI documentation extending beyond physicians to nursing workflows. Healthcare AI is getting serious about workflow integration. Plus updates on: The pattern I'm seeing: We're moving from experimental AI pilots to governance-embedded, production-ready systems. Cost-optimized mini models are converging with enterprise-grade orchestration. For CXOs evaluating AI investments—this is the inflection point. Read the full edition with sources and deep dives: https://shashwatgtm.github.io/ai-trendwatch/issues/2025-11-03.html Subscribe for weekly unconventional AI insights: https://shashwatgtm.github.io/ai-trendwatch/ What AI development from the last 3 weeks caught your attention? Drop your thoughts below.  ( 6 min )
    No AI, No VC, Just 17K Stars and Real Revenue
    Originally published at https://www.nocobase.com/en/blog/an-open-source-project-without-ai-can-still-earn-millions-a-year Last year, when NocoBase 1.0 was released, we published an article titled “How much revenue can an unknown open-source project get” sharing what we had earned over the previous 12 months. Another year has passed. The world has changed dramatically - ChatGPT became a household name, DeepSeek pushed costs to almost nothing, and Cursor and Claude are in a fierce race. The whole world is talking about AI, as if it’s ready to take over everything. Stock markets have surged to historic highs on that belief. Amid this wave of enthusiasm, NocoBase has remained quietly focused on its original mission - building a “no-code platform”. While continuously improving our 1.X versions,…  ( 12 min )
    Framer vs Webflow: Finding the Right Fit for Your Next Website
    Building a website today is easier than ever. Two names always come up: Framer vs Webflow. Let’s look at how these two tools work — and which one might fit your goals better. A Quick Look: What Makes Each Tool Unique Framer feels like designing inside Figma. It’s playful, visual, and smooth. It’s made for creative freedom. Perfect for landing pages, portfolios, or startup sites where looks matter more than complex structure. Webflow, on the other hand, is more like a designer’s version of coding — but without actually writing code. That’s why it’s popular among agencies and businesses that need scalability, SEO control, and long-term reliability. Case Study: When a Startup Switched from Framer to Webflow One of our startup clients started with Framer to launch their product site. But as th…  ( 8 min )
    50+ Free Shadcn Blocks for Landing Pages and SaaS Sites
    Free Shadcn UI Blocks: 50+ marketing components built on shadcn/ui that you can copy directly into your React project. Key features: ⚡ CLI installation or direct code copy 🎨 Heroes, pricing tables, testimonials, CTAs, auth flows 📱 Fully responsive with Tailwind CSS 🔧 TypeScript interfaces for all props 🎭 Preview with different themes and dark mode 📦 Works with Next.js App Router Each block accepts props for customization so you can drop them in and adjust content without touching the component internals. The code is yours once you copy it. 👉 Blog Post 👉 GitHub Repo 👉 All Blocks  ( 6 min )
    Accessing SharedPreferences data across different modules
    Read the original article:Accessing SharedPreferences data across different modules Context In modular HarmonyOS applications, it is common to encounter situations where different modules need to exchange data with each other. For instance, a process that records user activity in one module may need to share its results with another module responsible for analytics or progress visualization. This cross-module data sharing ensures consistency and seamless user experiences across the application. HarmonyOS provides developers with different tools for persisting and sharing data locally, such as Preferences and RDB (Relational Database). Among these, Preferences is particularly efficient when working with lightweight, key-value–based storage. Description The need to transfer data between modu…  ( 7 min )
    Building Resilient Defenses: A Practical Guide to Modern DDoS Attack Mitigation
    A June 2023 campaign by the hacktivist collective Anonymous Sudan pushed Microsoft 365 and Outlook offline for millions of users; within hours, the FBI and CISA reiterated their joint advisory AA23-144A urging enterprises to harden defenses, noting that the reputational fallout and downstream revenue loss arrive much faster than the forensic reports. That incident set the tone for the past two years: catalogues of mitigation playbooks continue to grow, yet attackers scale up faster. Defending against DDoS is therefore a long-running contest over bandwidth, compute, and orchestration. Winning teams focus on resilience and recovery speed, not the illusion of permanent invulnerability. Volumetric attacks aim to consume all available network bandwidth. Imagine suddenly having thousands of cars…  ( 10 min )
    Most AI startups fail within 12–24 months, not because of weak technology, but because of weak foundations. After building ReThynk AI and observing hundreds of AI founders, here’s what I’ve learned about why they fail!!
    Why Most AI Startups Fail (And What I’d Do Differently) Jaideep Parashar ・ Nov 4 #webdev #ai #startup #discuss  ( 7 min )
    Mastra agent and Telex equals super integration
    Building agent workflow has never been easy. However Mastra and Telex and are changing that narrative. In this guide, I’ll walk you through how I integrated a Mastra AI Agent with Telex, using A2A (App-to-App) requests to enable smooth communication between the two platforms. Telex is an educational platform similar to Slack, it supports apps and agents that interact using messages. By combining the two, we can create a setup where Telex sends structured messages to Mastra, Mastra processes them intelligently using our agent, and then sends a meaningful response back, all through JSON-RPC. Installing and Setting Up Mastra Mastra Getting Started Step 1: Create and initialize your project mkdir weather-agent cd weather-agent npm init -y Step 2: Install Mastra npm install @mastra/core @mastr…  ( 9 min )
    SQL: is there a better way to code this?
    Is there a better way to find the high-waterline values in a column in SQL? I want to make the best apples-to-apples comparison to the csvpath one-liner at the bottom. ~ This csvpath finds all the new high-value thresholds in a CSV file. It gives the same output as this SQL: SELECT id, worker_hours_this_period FROM( SELECT id, worker_hours_this_period, MAX(worker_hours_this_period) OVER (ORDER BY id ROWS BETWEEN UNBOUNDED PRECEDING AND 1 PRECEDING) AS max_prev_value FROM projects ) AS subquery WHERE worker_hours_this_period > max_prev_value OR max_prev_value IS NULL; id: New high value csvpath test-data: examples/headers/projects_with_reset.csv ~ $[1*][ @hours.onchange.increase = float(#worker_hours_this_period) print.onmatch("line: $.csvpath.line_number: $.variables.hours") ]  ( 6 min )
    Stop “Looks Right in Blender, Wrong in Engine”: A Practical Guide to Units, Scale, and Axes (with a helper you’ll actually use)
    If you’ve ever exported a model that looks perfect in Blender but shows up in Unity or Unreal at the wrong size — or worse, your colliders go feral — you’ve met the quiet trio that breaks pipelines: units, scale, and axes. This article is a deep, practical walkthrough of how those systems work across Blender, Unity, Unreal, and glTF, how to bulletproof your workflow, and how to audit and enforce correctness without slowing your team down. Subtle plug, zero fluff: we’ll use examples from Unit & Scale Doctor, a Blender add-on that audits, visualizes, and guards exports. You can do these steps by hand; the tool just makes them fast and repeatable. 1) The three invisible problems 1.2 Scale Unity (typical FBX settings): Forward −Z, Up Y 2) How Blender actually measures things Geometry is author…  ( 11 min )
    Why Most AI Startups Fail (And What I’d Do Differently)
    AI is booming. Most AI startups fail within 12–24 months, not because of weak technology, but because of weak foundations. After building ReThynk AI and observing hundreds of AI founders, here’s what I’ve learned about why they fail, and how I’d build differently today. 1️⃣ They Start With a Tool, Not a Problem Many AI startups begin like this: That’s backward. Real traction happens when you start with: A painful customer problem A measurable outcome A clear willingness to pay Tools impress. Solutions convert. What I’d do instead: 2️⃣ No Real Differentiation Beyond “We Use AI” Here’s the uncomfortable truth: If your pitch is: “We use AI to automate X” Differentiation can come from: Better UX Better workflow integration Data advantage Niche specialisation What I’d do differently: 3️⃣ They D…  ( 9 min )
    用 9Proxy 提前解锁 Spotify 音乐,体验不一样的精彩
    Spotify 的新歌发布常常因地区不同而时间不一。 有些热门歌曲在其他国家早就上线,而我却只能干等,真是让人心痒难耐。 我尝试了各种方式,包括一些 VPN 工具,但效果并不理想 —— 经常出现 卡顿、断线、速度慢 的问题,有时还会被 Spotify 检测到,无法正常播放。 这些问题让“听歌”这件小事变得异常麻烦。 直到我试了 9Proxy,体验立刻大不同! 它不仅连接稳定、切换地区迅速,而且设置超级简单。 现在我可以轻松切换到任意国家的 IP,提前解锁国外上线的新曲目,畅听无阻。 无论是美区独占的新专辑,还是欧洲刚发布的热门单曲, 我都能第一时间听到,音质清晰,播放流畅,完全没有延迟。 ⚡ 连接稳定:播放 Spotify 不再中断; 🌍 快速切换地区:一键换区,抢先听全球新歌; 🧩 设置简单:新手也能快速上手; 💰 价格实在:套餐灵活透明,没有隐藏收费; 🎶 低延迟体验:流媒体播放顺畅不卡顿。 对于像我这样每天都离不开音乐的用户,9Proxy 真的是完美搭档。 别再被地区限制束缚! 使用 9Proxy,你可以自由选择任意国家节点,提前解锁全球音乐内容, 无论身在何处,都能畅享世界的节奏与旋律。 👉 立即查看这里的优惠价!  ( 6 min )
    Find and Highlight Data in Excel Using Python
    In daily data processing, locating specific information—like outliers, keywords, or target values—in large Excel files can be tedious. Highlighting these entries makes them instantly recognizable, saving time and reducing errors. This guide shows you how to efficiently search for and highlight data in Excel using the free library Free Spire.XLS for Python, streamlining your workflow with minimal code. Free Spire.XLS for Python is a lightweight, powerful tool for Excel manipulation—no Microsoft Office installation required. It supports common formats (XLS, XLSX, CSV) and offers robust APIs for tasks like creating, editing, and converting spreadsheets. Its simplicity and versatility make it ideal for both basic and complex Excel operations. Installation pip: pip install Spire.XLS.Free O…  ( 7 min )
    From Stack to Impact: What Actually Worked in My 3 AI Tool Sites
    I’ve already walked through the architecture and automation behind my three AI tool sites. This time, I’m focusing on what those choices did in the real world: where speed showed up, where costs crept in, and which refactors genuinely changed user outcomes. Here’s a structured look at results, trade-offs, and patterns you can copy tomorrow. 📊Quick Context & Goals A short recap so we’re aligned on scope and intent. API-first backend with job queue Prompt/versioning discipline CI/CD + observability baked in Primary goals: Fast first result (<2s perceived, <5s actual) Predictable costs under variable usage Reliable behavior at edge cases (timeouts, rate limits) 🔎Outcome Metrics That Mattered I didn't focus on vanity numbers; instead, I tracked signals that aligned with the health of the pro…  ( 10 min )
    Create Professional PDF Files in Python: A Comprehensive Guide
    In today's data-driven world, the ability to generate professional-looking PDF documents programmatically is no longer a luxury but a necessity. From automated reports and invoices to dynamic certificates and personalized marketing materials, the demand for efficient, scalable document creation is ever-growing. Manually crafting these documents is time-consuming and error-prone, while basic text outputs often lack the professional polish and universal compatibility that PDF offers. Python, with its rich ecosystem of libraries and intuitive syntax, stands out as an exceptionally powerful tool for tackling this challenge. It allows developers to automate complex document workflows, integrate PDF generation into existing applications, and create highly customized outputs with precision. This …  ( 11 min )
    如何通过代理访问区域锁定的手机游戏
    在移动游戏已成为全球主流娱乐的今天, 最让人沮丧的莫过于: “此游戏在您的地区不可用。” 😩 有些热门手游、测试版或活动仅在特定国家开放, 但好消息是——通过代理(Proxy),你可以轻松绕过这些地理限制, 无论你身在何处,都能畅玩全球任何手机游戏! 区域锁定是指游戏或内容仅对某些国家或地区的用户开放。 造成这种情况的原因包括: ⚖️ 法律与许可协议 —— 游戏公司需遵守地区法规; 💰 市场策略 —— 某些地区先行发布或测试; 🌐 服务器容量 —— 初期只支持有限地区; 例如: 一款游戏可能先在 日本 上线,再逐步扩展至全球; 某些手游活动、皮肤或礼包只对特定地区玩家开放。 这些限制让玩家错过不少精彩内容—— 但代理可以帮你轻松突破。 代理服务器就像是你的“中间人”: 它让你的网络流量经过其他国家的服务器, 让游戏误以为你身处那个国家。 使用代理后: ✅ 你可以下载仅在特定地区上线的游戏; ✅ 登录时显示正确的本地区域; ✅ 访问仅限某些国家开放的活动、商城或礼包。 尤其是 住宅代理(Residential Proxy) —— 它使用真实家庭网络的 IP 地址, 比数据中心代理更隐蔽、更稳定,几乎不会被封。 在选择代理玩区域锁定手游时, 以下几点非常关键: 要素 说明 🚀 速度与稳定性 确保低延迟和流畅连接,防止游戏掉线。 🌐 全球覆盖 提供多个国家的 IP,方便切换地区。 🧱 住宅 IP 更真实、更安全,避免被平台检测或封号。 🔄 IP 轮换功能 定期更换 IP,防止封禁或登录异常。 🛡️ 可靠的支持 出现问题时能快速响应与解决。 我亲测多个代理服务, 9Proxy 在游戏体验上的表现尤为突出 👇 ✅ 住宅代理池覆盖全球 190+ 国家 —— 随时切换地区; ✅ 低延迟连接 —— 游戏过程流畅无卡顿; ✅ 稳定可靠 —— 不会轻易掉线或被封禁; ✅ 界面简洁、设置简单 —— 小白也能轻松上手; ✅ 价格透明灵活 —— 按需选择套餐,无隐藏费用。 无论是想玩日本、韩国的独占游戏, 还是想体验其他国家的测试服, 9Proxy 都能让你一键突破限制,顺畅畅玩。 通过使用代理,你可以: 解锁仅限地区的手游; 参与海外活动与版本测试; 获取独家皮肤、礼包与限定内容; 保持稳定低延迟的连接体验。 地理锁定不再是障碍,而是你通往全球游戏的起点。 准备好畅玩任何你想要的游戏了吗? 👉 访问 9Proxy 官网, 注册免费试用,选择适合你的套餐, 轻松突破地理限制,从此畅享 无界限的游戏世界! 🕹️🌏  ( 6 min )
    **Unveiling the Emotional Dynamics of Human-Machine Interact
    Unveiling the Emotional Dynamics of Human-Machine Interactions through Multimodal AI Recent breakthroughs in multimodal AI research reveal that a person's emotional state can be accurately inferred from their facial expressions, speech patterns, and physiological responses. One key finding from a cutting-edge study published in the journal 'Scientific Reports' earlier this year highlights the development of an AI-powered system capable of detecting subtle emotional cues in individuals with neurodevelopmental disorders. The study used multimodal machine learning algorithms to analyze the synchronized brain activity of individuals with autism spectrum disorder (ASD) while they watched emotional videos. The system effectively detected the emotional resonance with the video content, allowing for an accurate prediction of their emotional state. This innovative application of multimodal AI has the potential to transform the diagnosis and treatment of neurodevelopmental disorders. The practical impact of this research lies in its ability to enable AI-powered systems to tailor therapeutic interventions to individual emotional needs, providing more personalized support and better treatment outcomes. By decoding the emotional dynamics of human-machine interactions, multimodal AI can bridge the communication gap between people with neurodevelopmental disorders and their caregivers, leading to more empathetic and effective care. Publicado automáticamente con IA/ML.  ( 6 min )
    Mastering Web Internationalization
    As developers striving for excellence, it is our responsibility to build web experiences that are not only functional but also accessible and inclusive for a global audience. Internationalization, often abbreviated as "i18n", is the practice of designing and developing applications that can be easily adapted to various languages and regions. This is not merely a matter of translation; it's a foundational aspect of quality development that, when addressed early, prevents costly future complications. This article provides a structured, no-nonsense approach to the fundamentals of internationalization across the core technologies of the web: HTML, CSS, and JavaScript. Our objective is to equip you with the knowledge to build culturally considerate and robust web applications. For those who wis…  ( 9 min )
    My First Experience as a Speaker at AWS Community Day
    Hello everyone! 👋 Last weekend, I had the amazing opportunity to be a speaker at AWS Community Day Indonesia 2025. “Building a Multi-Tenant Machine Learning Platform on AWS EKS with Ray and JupyterHub”. A few days before the event, to be honest, I felt a mix of excitement and nervousness. Here’s what I did to prepare: - Finalized my presentation topic, making sure the content was practical and relevant for developers and cloud enthusiast - Practiced my talk several times out loud to get comfortable with the flow - Set my mindset: I’m not just here to present. I’m here to connect, share, and learn from others. That mindset shift really helped me calm down before stepping on stage. When the day finally came, the atmosphere was incredible buzzing with conversations, excitement, and passion …  ( 7 min )
    Building an AI-Powered E-Shopping Platform with Intelligent Product Recommendations
    Building an AI-Powered E-Shopping Platform with Intelligent Product Recommendations Introduction Have you ever wished your online shopping experience felt more like having a knowledgeable sales assistant right beside you? Through my experimental PoC project, I set out to bring that vision to life using cutting-edge AI agent technology. In this article, I'll walk you through my journey of building an intelligent e-commerce platform that fundamentally reimagines how shoppers interact with online stores. Instead of clicking through endless category pages and search filters, imagine simply chatting with an AI assistant: "Show me wireless headphones under $100" or "Add a laptop backpack to my cart." This isn't some far-future concept—I built a working prototype using Google's Agent…  ( 11 min )
    TypeScript Backend Toolkit V2 - the Express stack that writes its own docs, SDK, and admin UI while you code
    👋 Hey there, Muneeb here. After losing one too many afternoons to: “Where did I put that route?” “Why is OpenAPI docs out of sync again?” “Who broke the build by pushing any to prod?” …I quietly built the backend I wish the Node ecosystem already had. Today it’s open-source and ready for prime-time. 👉 Repo: https://github.com/muneebhashone/typescript-backend-toolkit 👉 Web: https://tstoolkit.themuneebh.com A plugin-based, type-safe Express boilerplate that ships with: MagicRouter – writes OpenAPI specs & Swagger UI for you from Zod schemas Artisan-like CLI – pnpm tbk generate:module users scaffolds model → DTO → service → controller → router in 2 s Auto-generated TS SDK – pnpm gen-sdk spits out a fully-typed client for your front-end Built-in admin panel – Django-style CRUD at…  ( 8 min )
    The True Cost of AI Integrations: Comparing Performance and Pricing Models for C# Libraries
    The True Cost of AI Integrations: Comparing Performance and Pricing Models for C# Libraries I remember when I first started exploring AI integrations in C#, I was overwhelmed by the sheer number of options and the opaque pricing models. "How much is this really going to cost?" I kept asking myself. Let's figure this out together, because understanding both the financial and performance implications of your AI library choices can save you thousands of dollars and countless headaches down the road. When someone asks about AI integration costs, the answer is rarely simple. According to recent industry research, AI integration costs for C# libraries can range dramatically from $20,000 to $500,000, depending on your project's complexity and scale. But here's what caught me off guard when I fi…  ( 12 min )
    Building WriteRight: My Journey Creating an AI Writing Assistant with Mastra
    Title: [Building WriteRight: My Journey Creating an AI Writing Assistant with Mastra] and Telex.im 🔗 Links https://writing-ai-agent-ylpr.vercel.app/a2a/agent/writingAssistant Telex.im: https://telex.im @writeright Mastra: https://mastra.ai Content: As part of the Stage 3 Backend Task for HNG Internship, I embarked on an exciting project to build an AI writing assistant similar to Grammarly, integrated with Telex.im. Here's my journey building WriteRight - an intelligent writing companion that helps users improve their grammar, style, and overall writing quality. The goal was clear: create an AI agent that could: Fix grammatical errors and spelling mistakes Enhance writing style and clarity Adapt to different contexts (casual, professional, academic, creative) Provide personalized feedback…  ( 8 min )
    سوالايكيو: قيادة التطور الرقمي عبر كيان فينتشرز — SawaLiq IQ & Kayan Ventures
    سوالايكيو: قيادة التطور الرقمي عبر كيان فينتشرز — SawaLiq IQ & Kayan Ventures المقدمة سوالايكيو (أو «سوالايكيو» بالإنجليزية SawaLiq IQ) ليست مجرد شركة تقنية؛ إنّها منصة تطوير أعمال مدفوعة بالذكاء الاصطناعي تربط أسواق الشرق الأوسط وشمال أفريقيا بالأسواق العالمية. يقود هذه الشركة يوسف الملكاوي – رائد أعمال أردني في السابعة والعشرين من عمره – الذي انتقل من الهندسة للحصول على شهادة ماجستير في إدارة الأعمال في كندا، وكرس مساره لتسخير الذكاء الاصطناعي من أجل بناء شركات مستدامة. تحت قيادته، توسعت سوالايكيو من عملياتها في الولايات المتحدة إلى الأردن والمنطقة الأوسع، مع رؤية واضحةؚ «لا نكتفي بتطبيق الذكاء الاصطناعي، بل نُنسّق تحوّلاً رقمياً شاملا». على الجانب الآخر، تعد كيان فينتشرز الذراع الاستثماري لسوالايكيو؛ فهي تركز على توظيف الذكاء الاصطناعي والتوأم الرقمي لأتمتة إدارة المرافق وت…  ( 9 min )
    See stunning first images from the Vera C. Rubin Observatory
    See stunning first images from the Vera C. Rubin Observatory Title: The Vera C. Rubin Observatory: A New Dawn for Astronomy Introduction: The world of astronomy is buzzing with excitement as the first images captured by the Vera C. Rubin Observatory have been released to the public. This state-of-the-art observatory, located in Chile, is set to revolutionize our understanding of the universe and its mysteries. In this blog post, we will delve into the stunning images released by the observatory and explore the scientific breakthroughs that are sure to follow. The First Images: The first set of images released by the Vera C. Rubin Observatory showcase a breathtaking panorama of iridescent galaxies and shimmering nebulas. These images were captured using the observatory's powerful telescop…  ( 7 min )
    System.in, Scanner, and File Descriptors – JAVA Case study
    Hello, Everyone, I am currently learning Java. As a beginner, I worked with console IO. To read input from the terminal, I use the Scanner class. I tried a mini CLI project, so I used the Scanner object in different classes. For resource management, the Scanner object — especially when reading from sources like System.in or files — utilizes underlying system resources (like file descriptors or input streams). Closing the Scanner explicitly releases these resources back to the operating system, preventing resource leaks. So, I closed the Scanner in each class, but after running my program, I got this exception: Exception in thread "main" java.util.NoSuchElementException This was the first time I saw this exception. After reading some related Stack Overflow discussions, I understood the rea…  ( 7 min )
    Project: Serverless Orders + Profiles
    What you’ll build (final output) Public API (GET /health) to verify the stack. Protected API (/profiles/*, /orders/*) fronted by API Gateway + Cognito: POST /profiles – create/update a user profile (DynamoDB) GET /profiles/{id} – fetch profile (DynamoDB) POST /orders – place an order (invokes Step Functions workflow) GET /orders/{id} – fetch order status (DynamoDB) Background workflows: Step Functions orchestrates “Place Order” (validate → reserve → charge → confirm). EventBridge cron runs a serverless cleanup Lambda hourly to expire “stale orders”. DynamoDB Streams → Lambda sends a “welcome” log when a new profile is created. Data features: DynamoDB table with On-Demand capacity, TTL for sessions, PITR backups, S3 export demo. Edge customization: CloudFront + CloudFront Function a…  ( 11 min )
    AI for Service: Proactive Assistance with AI Glasses
    When Your Glasses Become a Personal Assistant What if your glasses could read the room and help you before you even ask? AI for Service turns that sci‑fi dream into reality by giving AI glasses the power to notice everyday moments and jump in with useful tips. The secret lies in a clever system called Alpha‑Service, which works like a tiny brain inside the frames: it watches the world through a camera, decides the right moment to act, pulls from a memory of your habits, and delivers help in natural language. proactive. As these smart lenses learn more about you, everyday tasks become smoother, freeing your mind for the things that truly matter. Read article comprehensive review in Paperium.net: AI for Service: Proactive Assistance with AI Glasses 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 18 min )
    How Armano HR Software lifetime subscription Boosts Startup ROI?
    Armano HR Software lifetime subscription: Why startups need all-in-one HR now Armano HR Software lifetime subscription delivers a cost-effective, centralized HR toolkit for startups and small businesses. Because most small companies lack a full-time HR department, founders and managers wear many hats. As a result, they need simple tools that reduce busywork. Armano bundles time tracking, performance reviews, e-signatures, applicant tracking, project management, document editing, surveys, and training courses into a single browser-based dashboard. This approach saves time and promotes consistency in hiring, onboarding, and performance management. Beyond convenience, the lifetime subscription offers predictable pricing and long-term value. Therefore, teams pay once instead of renewing mont…  ( 13 min )
  • Open

    Ether's 20% Freefall Triggers $1B Liquidation Cascade as Crypto Losses Accelerate
    The correction could have more room to run, with ETH potentially falling to as low as $2,700-$2,800, 10x Research's Markus Thielen warned.  ( 31 min )
    Ripple's Stablecoin Hits $1B Milestone; Company President Discusses M&A Strategy to Fuel Growth
    The XRP creator’s stablecoin climbs the ranks faster than most, tapping into its global payments network to accelerate adoption.  ( 31 min )
    XRP Ledger’s Dual Utility Could Make It a Breakout ETF Play, Experts Argue
    Ripple’s unified system for payments and wealth storage may give XRP an edge with institutions eyeing real-world utility beyond speculation, said Bitnomial CEO Luke Hoersten.  ( 32 min )
    Bitcoin Plunges Below $100K for First Time Since June as Crypto Correction Worsens
    The largest crypto has now tumbled more than 20% since hitting a record high above $126,000 only one month ago.  ( 29 min )
    Appeals Court Seems Unmoved by Sam Bankman-Fried’s Claims of an Unfair Trial
    The former FTX CEO, who is currently serving a 25-year sentence for fraud, has repeatedly claimed that the crypto exchange was solvent at the time of its bankruptcy.  ( 37 min )
    Coinbase Faces Flak from Traditional Bankers on Its Push for Trust Bank Charter
    One of the biggest advocacy groups for banking in the U.S. has asked the Office of the Comptroller of the Currency to dismiss Coinbase's licensing effort.  ( 32 min )
    ZKsync Proposal Aims to Tie $ZK Token to Network Revenue
    The creator behind the layer-2 has unveiled a proposal to transform its $ZK token from a governance instrument into a token with real economic utility.  ( 32 min )
    Chainlink's LINK Tumbles 6% as Technical Breakdown Trumps UBS, FTSE Partnership
    LINK risks falling to $14 as breakdown amid heavy volume confirmed the broader bearish structure.  ( 30 min )
    DOGE Prints Lower-Low Sequence as $0.17 Resistance Locks In
    Trading volume surged 76% above the weekly average, indicating significant distribution rather than retail activity.  ( 31 min )
    XRP Slips to $2.25; Death-Cross Risk Builds After Whale Selling
    The move—paired with a 15% open-interest drop—keeps pressure on bulls ahead of a looming death-cross setup and a key $2.20 support retest.  ( 31 min )
    Nasdaq CEO Adena Friedman Outlines 3 Ways Blockchain Can Fix Finance
    Friedman sees post-trade streamlining, collateral mobility and better payments as key blockchain breakthroughs.  ( 31 min )
    Bitcoin Careens Toward $100K as Morning Bounce Fails
    Ether, XRP, dogecoin and solana are all lower by 15%-20% over the past week.  ( 29 min )
    Chainlink Introduces CRE to Fast-Track Institutional Tokenization
    CRE enables smart contracts that work across blockchains and tap into legacy financial messaging standards, with access to Chainlink's services.  ( 30 min )
    Olas Launches Pearl v1, the First 'AI Agent App Store'
    The new platform lets users own and control autonomous artificial intelligence agents, aiming to shift power from centralized AI providers to individuals.  ( 30 min )
    HBAR Drops 4.2% to $0.173 as ETF Buzz Fades on Technical Selling
    HBAR slid 4.2% as heavy technical selling erased ETF-driven gains, with traders prioritizing short-term chart signals over long-term optimism.  ( 31 min )
    Toncoin Falls Below $2 as Broader Market Conditions Weigh on Price
    The selloff was driven by heavy volume and over $1.4 billion in long position liquidations, pushing TON through several support zones.  ( 30 min )
    Stellar’s XLM Slides 7.7% as Key Support Break Sparks Heavy Sell-Off
    XLM plunged below critical $0.2800 support amid a 483% volume surge, reinforcing its short-term downtrend and exposing the next downside target near $0.2700.  ( 31 min )
    U.S. Sanctions North Korean Bankers Over Crypto Laundering Tied to Cyberattacks
    The Treasury Department sanctioned eight individuals and two entities accused of using crypto and shell companies to funnel millions into Pyongyang’s weapons programs.  ( 31 min )
    Bitcoin Treasury Firm Bubble Comes Full Circle as Sequans Unloads BTC to Cut Debt
    Sequans sold 970 Bitcoin to redeem half of its convertible debt, reducing total liabilities from $189 million to $94.5 million.  ( 31 min )
    BNB Drops Below $950 as Market Sell-Off Deepens, Privacy Coins Surge
    BNB faces technical resistance at $1,000 and $980, with analysts watching to see if it can hold above $940, as privacy coins like DASH and Zcash outperform.  ( 31 min )
    SUI Slides as $116M DeFi Exploit Rattles Crypto Markets
    The layer-1 token broke key support levels and saw 68% above-average volume as traders dumped risk.  ( 31 min )
    Cleaning Up Crypto ATMs Isn’t Anti-Crypto
    The louder these companies protest regulation, the clearer it becomes that something’s off, argue Paradigm’s Katie Biber and Dominique Little.  ( 34 min )
    MARA Holdings Outlines AI and Energy Shift with MPLX LOI; Q3 Results Impress
    MPLX will supply natural gas from its Delaware Basin processing plants to MARA’s planned gas-fired power facilities.  ( 31 min )
    Bitnomial Adds RLUSD and XRP as Margin Collateral, Expanding Crypto Derivatives Offerings
    The company will become the first U.S.-regulated clearinghouse to accept stablecoins as margin collateral.  ( 30 min )
    CoinDesk 20 Performance Update: Internet Computer (ICP) Leaps 38.9% as Index Declines
    Cronos (CRO) fell 3.6% and Aptos (APT) dropped 3.4%.  ( 27 min )
    Wall Street's Biggest IREN Bull Hiked Price Target to $142 After $9.7B Microsoft AI Deal
    The bitcoin miner turned AI infrastructure play received three price target raises following yesterday's news, including from Bernstein, which lifted to $125.  ( 30 min )
    Bitcoin Mining Profitability Slumps as Hashprice Falls to Multi-Month Low
    Hashprice drops to $43.1 PH/s as bitcoin’s price correction, low fees and record hash rate squeeze miners’ margins.  ( 30 min )
    Crypto Markets Today: Bitcoin Nears June Low as $1.4B in Liquidations Rock Altcoins
    A surging U.S. dollar and expectations of slower Fed rate cuts fueled a broad crypto sell-off, sending bitcoin and ether to multi-month lows.  ( 31 min )
    Privacy Coins Outperform as Bitcoin Price Nears June Low: Crypto Daybook Americas
    Your day-ahead look for Nov. 4, 2025  ( 38 min )
    UBS, Chainlink Execute First Onchain Tokenized Fund Redemption in $100T Market
    The transaction involved the tokenized UBS USD Money Market Investment Fund Token (uMINT) on Ethereum, with DigiFT as the onchain distributor.  ( 29 min )
    Bitcoin Nears Lowest Since June as U.S. Government Shutdown Hits Joint Longest
    The bitcoin price is approaching $103,000 as the federal shutdown ties the 2018–2019 record while dollar the strengthens and tech market futures decline.  ( 29 min )
    Strategy Introduces a Euro-Denominated Preferred Stock Stream, Following Q3 Earnings
    Less than a week after hinting at an international perpetual preferred listing, Strategy unveils its 10% euro-based Stream issue targeting institutional investors.  ( 30 min )
    XRP Nears 'Death Cross'
    XRP's key averages are set to produce a death cross.  ( 29 min )
    Stream Finance Faces $93 Million Loss, Launches Legal Investigation
    DeFi platform Stream Finance is engaging law firm Perkins Coie LLP to lead investigation after an external fund manager disclosed a huge loss.  ( 30 min )
    Solana's Bull Party Ends: Trendline Smashed, Fib Eyed
    The bearish momentum is increasing, according to key indicators.  ( 28 min )
    Ether, Solana, XRP Drop 8% in Fresh Move Lower, But Bitcoin Could See a Bullish November
    The Federal Reserve’s 25-basis-point cut last week was widely expected, but Chair Jerome Powell’s restrained tone dampened risk appetite after he hinted that December’s cut isn’t guaranteed.  ( 31 min )
    Bitcoin’s Last Support Before $100K Breaks as 'Mag 7' Skew Flips, Oracle CDS Surges
    The decline comes amid signs of over exuberance in major tech stocks and investor angst about increased AI spending.  ( 30 min )
    Bitcoin, Ether, Solana Traders Liquidated for Over $1B as Prices Dump 5-10%
    Long traders accounted for nearly 90% of the liquidations, with $1.14 billion in bullish bets erased.  ( 30 min )
    Dogecoin Plunges 8% as Price Action Points to Brief Technical Bounces
    Analysts suggest stabilization above $0.165 is crucial for recovery, with a daily close above $0.18 needed to counter bearish momentum.  ( 30 min )
    XRP Triangle Tightens as Token Falls 6%, Watch This Price Level For Further Breakdown
    The move reflected cautious accumulation rather than broad conviction, as trading volumes remained below trend despite multiple volatility spikes during the session.  ( 31 min )
    Asia Morning Briefing: BTC Tests Its Floor as Legacy Sellers Meet Macro Rotation
    Market makers say liquidity is moving back into equities while crypto digests heavy profit-taking from long-term holders.  ( 30 min )
  • Open

    Databricks research reveals that building better AI judges isn't just a technical concern, it's a people problem
    The intelligence of AI models isn't what's blocking enterprise deployments. It's the inability to define and measure quality in the first place. That's where AI judges are now playing an increasingly important role. In AI evaluation, a "judge" is an AI system that scores outputs from another AI system.  Judge Builder is Databricks' framework for creating judges and was first deployed as part of the company's Agent Bricks technology earlier this year. The framework has evolved significantly since its initial launch in response to direct user feedback and deployments. Early versions focused on technical implementation but customer feedback revealed the real bottleneck was organizational alignment. Databricks now offers a structured workshop process that guides teams through three core challe…
    Attention ISN'T all you need?! New Qwen3 variant Brumby-14B-Base leverages Power Retention technique
    When the transformer architecture was introduced in 2017 in the now seminal Google paper "Attention Is All You Need," it became an instant cornerstone of modern artificial intelligence. Every major large language model (LLM) — from OpenAI's GPT series to Anthropic's Claude, Google's Gemini, and Meta's Llama — has been built on some variation of its central mechanism: attention, the mathematical operation that allows a model to look back across its entire input and decide what information matters most. Eight years later, the same mechanism that defined AI’s golden age is now showing its limits. Attention is powerful, but it is also expensive — its computational and memory costs scale quadratically with context length, creating an increasingly unsustainable bottleneck for both research and …
    98% of market researchers use AI daily, but 4 in 10 say it makes errors — revealing a major trust problem
    Market researchers have embraced artificial intelligence at a staggering pace, with 98% of professionals now incorporating AI tools into their work and 72% using them daily or more frequently, according to a new industry survey that reveals both the technology's transformative promise and its persistent reliability problems. The findings, based on responses from 219 U.S. market research and insights professionals surveyed in August 2025 by QuestDIY, a research platform owned by The Harris Poll, paint a picture of an industry caught between competing pressures: the demand to deliver faster business insights and the burden of validating everything AI produces to ensure accuracy. While more than half of researchers — 56% — report saving at least five hours per week using AI tools, nearly four…
    Forget Fine-Tuning: SAP’s RPT-1 Brings Ready-to-Use AI for Business Tasks
    SAP aims to displace more general large language models with the release of its own foundational “tabular” model, which the company claims will reduce training requirements for enterprises.  The model, called SAP RPT-1, is a pre-trained model with business and enterprise knowledge out of the box. SAP calls it a Relational Foundation Model, meaning it can do predictions based on relational databases even without fine-tuning or additional training. Walter Sun, SAP's global head of AI, told VentureBeat in an interview that the value of the new model lies in its ability to perform various enterprise tasks, such as predictive analytics, out of the box.  “Everyone knows about language models, and there’s a bunch of good ones that already exist,” Sun said. “But we trained the model on data on bus…
    Inside Zendesk’s dual AI leap: From reliable agents to real-time intelligence with GPT-5 and HyperArc
    Presented by Zendesk Agentic AI is currently transforming three key areas of work — creative, coding, and support — says Shashi Upadhyay, president of engineering, AI, and product at Zendesk. But he notes that support presents a distinct challenge. "Support is special because you’re putting an autonomous AI agent right in front of your customer," Upadhyay says. "You have to be confident that it’s going to do the right thing for the customer and by the customer. Every step forward in AI should make service more dependable for both customers and human agents." Zendesk, recently named a Leader in the 2025 Gartner Magic Quadrant for the CRM Customer Engagement Center, started implementing AI agents about a year and a half ago. Since then, they've seen that AI agents can solve almost 80% of …
  • Open

    How __proto__, prototype, and Inheritance Actually Work in JavaScript
    Have you ever wondered why everything in JavaScript acts like an object? Or how inheritance actually works behind the scenes? What's the difference between __proto__ and prototype? If these questions have crossed your mind, you're not alone. These ar...  ( 8 min )
  • Open

    Why the for-profit race into solar geoengineering is bad for science and public trust
    Last week, an American-Israeli company that claims it’s developed proprietary technology to cool the planet announced it had raised $60 million, by far the largest known venture capital round to date for a solar geoengineering startup. The company, Stardust, says the funding will enable it to develop a system that could be deployed by the…  ( 25 min )
    The Download: the AGI myth, and US/China AI competition
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. How AGI became the most consequential conspiracy theory of our time —Will Douglas Heaven, senior AI editor  Are you feeling it? I hear it’s close: two years, five years—maybe next year! And I…  ( 22 min )
  • Open

    The iPhone Air MagSafe Battery Is Another Pocketable Paradox
    Apple has launched its fair share of unusual accessories. But the iPhone Air MagSafe Battery seemed to at least have a practical purpose. As its name says, it’s an accessory for Apple’s new ultra slim smartphone. Apple was generous enough to send us a unit, and while I initially planned to devote only a few […] The post The iPhone Air MagSafe Battery Is Another Pocketable Paradox appeared first on Lowyat.NET.  ( 36 min )
    Tesla Faces Lawsuit Over Fatal Crash Linked To Door Malfunction
    Electric vehicle manufacturer Tesla is facing a lawsuit over a fatal crash in Wisconsin last November that claimed the lives of five passengers in a Model S. The suit alleges that the vehicle’s doors failed to open after impact, preventing escape and contributing to the deaths. Filed on behalf of Jeffrey Bauer, 54, and Michelle […] The post Tesla Faces Lawsuit Over Fatal Crash Linked To Door Malfunction appeared first on Lowyat.NET.  ( 35 min )
    Touch ‘n Go Showcases Next-Gen Open Payment Mobility Ecosystem
    Touch ‘n Go Sdn Bhd (TnG) has introduced its next-generation open payment mobility ecosystem, featuring several home-grown innovations in tolling and mobility technology. The announcement highlights advancements in Radio Frequency Identification (RFID), Smart Lane Fast Flow (SLFF), and Multi-Lane Fast Flow (MLFF) systems, which the company says are designed to redefine Malaysia’s road infrastructure and […] The post Touch ‘n Go Showcases Next-Gen Open Payment Mobility Ecosystem appeared first on Lowyat.NET.  ( 35 min )
    Microsoft Announces Upcoming Southeast Asia 3 Cloud Region In Johor Bahru
    Back in May, Microsoft announced the general availability of the Malaysia West cloud region in the Greater Kuala Lumpur area. Now, in another entry into the company’s AI Tour in the country for the year, it has announced another upcoming cloud region in Johor Bahru. And it’s called Southeast Asia 3. As part of the […] The post Microsoft Announces Upcoming Southeast Asia 3 Cloud Region In Johor Bahru appeared first on Lowyat.NET.  ( 33 min )
    CelcomDigi Introduces PayFlex By Boost BNPL Service In CelcomDigi App
    CelcomDigi has announced that it is partnering with Boost to introduce the latter’s Buy Now, Pay Later (BNPL) service to the CelcomDigi app. Touted as a Shariah-compliant option, PayFlex is meant to offer customers a “flexible and seamless” payment experience. To access the BNPL service in the CelcomDigi app, the user must first head over […] The post CelcomDigi Introduces PayFlex By Boost BNPL Service In CelcomDigi App appeared first on Lowyat.NET.  ( 34 min )
    Windows 11 Finally Able To Update And Shut Down Following Overdue Bug Fix
    Have you ever experienced downloading an update for your Windows 11 PC, letting it to “Update and shut down”, only to find it still on when you get back to it? This has been a persistent bug for the operating system, and one that’s reportedly “decades-old”. But it has finally been fixed following the release […] The post Windows 11 Finally Able To Update And Shut Down Following Overdue Bug Fix appeared first on Lowyat.NET.  ( 34 min )
    Samsung ST50F, ST40F Sound Tower Now Available In Malaysia; Starts At RM1,699
    Samsung Malaysia officially released its new pair of sound towers, the ST50F and the ST40F. Both speakers feature app-controlled dynamic lighting, multiple modes, and a portable, IPX4 splashproof design. According to the press release, both speakers deliver deep bass with “refined” acoustics that can be heard indoors or outdoors. Users can further adjust their listening […] The post Samsung ST50F, ST40F Sound Tower Now Available In Malaysia; Starts At RM1,699 appeared first on Lowyat.NET.  ( 35 min )
    E-Hailing Drivers’ Monthly Fuel Quota Increased To 800 Litres Under BUDI95
    Prime Minister Datuk Seri Anwar Ibrahim announced that the monthly fuel quota for e-hailing drivers under the BUDI95 subsidy programme has been increased to 800 litres, which is “equivalent to 5,000km”. This was announced by Anwar in the Dewan Rakyat during the Ministers’ Question Time session. He explained further that the decision to raise the […] The post E-Hailing Drivers’ Monthly Fuel Quota Increased To 800 Litres Under BUDI95 appeared first on Lowyat.NET.  ( 33 min )
    Xiaomi 17 Ultra Leaks Detail Large 50MP Main Camera, 200MP Periscope Lens
    Last month, the Xiaomi 17 and its Pro siblings debuted in China, succeeding the Xiaomi 15 series. Of course, the fanciest variant has yet to make its official appearance, but the rumour mill has been churning out details in the meantime. A recent leak claims that the Xiaomi 17 Ultra will feature the largest main […] The post Xiaomi 17 Ultra Leaks Detail Large 50MP Main Camera, 200MP Periscope Lens appeared first on Lowyat.NET.  ( 35 min )
    BAS.MY Monthly Pass Price Reduced To RM30 Nationwide
    Transport Minister Anthony Loke announced that the price of the BAS.MY 30-day Unlimited Travel Pass for stage buses nationwide has been reduced from RM50 to RM30, effective immediately. The new rate allows commuters to enjoy unlimited travel for as low as RM1 per day, while allowing then save between RM200 and RM300 each month. “This […] The post BAS.MY Monthly Pass Price Reduced To RM30 Nationwide appeared first on Lowyat.NET.  ( 17 min )
    Apple Rolls Out iOS 26.1; Features Liquid Glass Tint Option
    Apple has started rolling out iOS 26.1, bringing out features we’ve previously seen in the beta version of the update. Second most prominent on the list is likely the ability to turn off the camera Lock Screen swipe option. This is hidden at the very bottom of the list of camera options. Most prominent of […] The post Apple Rolls Out iOS 26.1; Features Liquid Glass Tint Option appeared first on Lowyat.NET.  ( 34 min )
    Apple Launches A New Version Of The App Store For PC
    After 17 years, Apple has finally developed a browser-based version of the App Store. While it delivers the App Store experience for PC users, the website also includes dedicated app pages for iPhone, iPad, Mac, Vision, and TV, tucked away in a drop-down menu in the upper-left corner of the page. Prior to this, the […] The post Apple Launches A New Version Of The App Store For PC appeared first on Lowyat.NET.  ( 34 min )
    Redmagic 11 Pro To Launch In Malaysia 6 November 2025
    Redmagic recently released its newest flagship smartphone for the global market. While Malaysia was not included in the initial announcement, the company has confirmed that the device will be landing here pretty soon. A teaser posted on the brand’s social media accounts reveals that the Redmagic 11 Pro will make its local debut on 6 […] The post Redmagic 11 Pro To Launch In Malaysia 6 November 2025 appeared first on Lowyat.NET.  ( 35 min )
    Sony Xperia 10 VII Now Available In Malaysia For RM2,199
    Sony has finally launched its latest midrange smartphone, the Xperia 10 VII, for the Malaysian market. As you may recall, it was initially introduced back in September and is revealed to feature a refreshed design, as well various upgrades which sets it apart from its predecessor. To recap, the Xperia 10 VII comes with a […] The post Sony Xperia 10 VII Now Available In Malaysia For RM2,199 appeared first on Lowyat.NET.  ( 34 min )
    Govt Studying eKYC Verification For Social Media Platforms Under Key Laws
    The government is evaluating the potential use of electronic Know Your Customer (eKYC) identity verification for social media applications under three main laws. These include the Online Safety Act 2025, the Communications and Multimedia Act 1998, and the Personal Data Protection Act 2010. Communications Minister Datuk Fahmi Fadzil said the review would ensure any move […] The post Govt Studying eKYC Verification For Social Media Platforms Under Key Laws appeared first on Lowyat.NET.  ( 34 min )

  • Open

    Things you can do with diodes
    Comments
    A Friendly Tour of Process Memory on Linux
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    Linkers: A 20 Part Series (2007)
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    Guideline Has Joined Gusto
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    Today I Learned: Binfmt_misc
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    App Store web has exposed all its source code
    Comments
    Apple App Store frontend source code archive
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    A brief history of Time Machine (2024)
    Comments  ( 30 min )
    AI's Dial-Up Era
    Comments  ( 27 min )
    CHIP8 – writing emulator, assembler, example game and VHDL hardware impl
    Comments  ( 12 min )
    The Mack Super Pumper was a locomotive engined fire fighter (2018)
    Comments  ( 10 min )
    40 years on, Former Nintendo employees reveal what it took to launch the NES
    Comments  ( 6 min )
    Building a 2.5kWh battery from disposable vapes to power my workshop [video]
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    Leverage Points: Places to Intervene in a System (1999)
    Comments  ( 36 min )
    Htmx – The Fetch()ening
    Comments  ( 7 min )
    FreakWAN: A floor-routing WAN implementing a chat over bare-LoRa (no LoRaWAN)
    Comments  ( 55 min )
    Wikipedia row erupts as Jimmy Wales intervenes on 'Gaza genocide' page
    Comments  ( 31 min )
    The Stallman Paradox: How Web3 Became the Ultimate Open Source Theater
    Comments  ( 76 min )
    Is the Internet Making Culture Worse?
    Comments  ( 22 min )
    Gallery of wonderful drawings our little thermal printer received
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    Blood, Brick and Legend: The Chemistry of Dracula's Castle
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    Agent-O-rama: build LLM agents in Java or Clojure
    Comments  ( 14 min )
    The Case That A.I. Is Thinking
    Comments  ( 173 min )
    How to find your ideal customer, right away
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    Why Engineers Can't Be Rational About Programming Languages
    Comments  ( 17 min )
    No Socials November
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    Python Steering Council unanimously accepts "PEP 810, Explicit lazy imports"
    Comments  ( 8 min )
    Why We Migrated from Python to Node.js
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    Learning to read Arthur Whitney's C to become Smart (2024)
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    Ask HN: Who is hiring? (November 2025)
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    Ask HN: Who wants to be hired? (November 2025)
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    Robert Hooke's "Cyberpunk” Letter to Gottfried Leibniz
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    Show HN: FinBodhi – Local-first, double-entry app/PWA for your financial journey
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    Show HN: Find matching acrylic paints for any HEX color
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    Dark Mode by Local Sunlight
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    State of Terminal Emulators in 2025: The Errant Champions
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    OpenAI Signs $38B Cloud Computing Deal with Amazon
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    C++ move semantics from scratch (2022)
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    Cryptography 101 with Alfred Menezes
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    Geonum – geometric number library for unlimited dimensions with O(1) complexity
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    Tech workers' fight for living wages and a 32-hour workweek is a battle for all
    Comments  ( 8 min )
    The Problem with Farmed Seafood
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    Is Health Insurance Even Worth It Anymore?
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    A collection of links that existed about Anguilla as of 2003
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    Skyfall-GS – Synthesizing Immersive 3D Urban Scenes from Satellite Imagery
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    Show HN: a Rust ray tracer that runs on any GPU – even in the browser
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    VimGraph
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    Google Suspended My Company's Google Cloud Account for the Third Time
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    Offline Math: Converting LaTeX to SVG with MathJax
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    An Illustrated Introduction to Linear Algebra, Chapter 2: The Dot Product
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    Why Nextcloud feels slow to use
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    I analyzed 180M jobs to see what jobs AI is replacing today
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    The Case Against PGVector
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    Toolkit to help you get started with Spec-Driven Development
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    OSS Alternative to Open WebUI – ChatGPT-Like UI, API and CLI
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    The Symbiosis of Rust and Arm: A Conversation with David Wood
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    Understanding traffic
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    Control structures in programming languages: from goto to algebraic effects
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    Update and shut down no longer restarts PC, 25H2 patch addresses decades-old bug
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    Ask HN: I underestimated how lonely building solo can be
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    Tiny electric motor outperforms record holder by 40%
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    Absurd Workflows: Durable Execution with Just Postgres
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    How to build your own VPN, or: the history of WARP
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    China intimidated UK university to ditch human rights research, documents show
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    Show HN: Hephaestus – Autonomous Multi-Agent Orchestration Framework
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    How to Keep Winning
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    The APM paradox: Too much data, too few answers
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    Stop AI: 14 Steps to turn off AI
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    First recording of a dying human brain shows waves similar to memory flashbacks
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    'No idea who he is', says Trump after pardoning crypto tycoon
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    ECL Runs Maxima in a Browser
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    Oxy is Cloudflare's Rust-based next generation proxy framework
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    The Great Decoupling of Labor and Capital
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  • Open

    Whisper Board: Building a Private, Decentralized Messaging Experience with Waku
    Decentralized messaging is the future of censorship-resistant, privacy-first communication. Whisper Board is a lightweight, anonymous chat app powered by Waku protocol, designed to showcase how easy it is to integrate Waku into a modern web stack. Here is the repo and live app Most recently, we've seen how fragile centralized systems can be. A single AWS outage in the US-East region, knocked out major apps, even Signal, a privacy-first messenger, across Central and Eastern Europe. Billions of messages delayed, communities cut off, and trust shaken. report on what happened. When all communication routes depend on a few corporate data centers, resilience becomes an illusion. Decentralized messaging changes that: it doesn’t rely on one server, company, or geography. Messages flow peer-to-pe…  ( 9 min )
    The DSA Toolkit: #1 Sliding Window
    How to identify a Problem is a Sliding window problem? It is an Array or a String question. Subarray or Substring is asked in the question. Either windowSize or windowCondition is given (and the other one is asked). Identify the format of the problem: fixed-size Sliding Window or variable-sized window. Also, the window size is calculated windowSize = (j-i+1) for any interval. So, we have two types of sliding window questions: first, a fixed-sized window whose size is explicitly stated in the question; and second, a variable-sized window whose size is not specified in the question and depends on a condition given in the question. 1. Fixed-Size Sliding Window Format In these types of questions, the window size will be given in the question, and we will be asked to either minimiz…  ( 7 min )
    Building BrandGenie: An AI-Powered Brand Identity Generator with Mastra
    How I built an AI agent that generates complete brand identities including names, taglines, stories, and domain recommendations using Mastra framework https://dev-to-uploads.s3.amazonaws.com/uploads/articles/[your-cover-image].png Building BrandGenie: An AI-Powered Brand Identity Generator Ever struggled to come up with the perfect brand name for your startup? What if an AI could not only suggest creative names but also check domain availability, write compelling taglines, and craft your brand story—all in seconds? That's exactly what I built with BrandGenie, an AI branding assistant powered by Mastra and deployed on Telex. Try it here: BrandGenie on Telex BrandGenie is an AI agent that generates complete brand identity packages. Simply describe your business idea (e.g., "AI-p…  ( 10 min )
    Agentic Entropy-Balanced Policy Optimization
    Balancing Curiosity: A New Boost for AI Web Assistants What if your digital assistant could learn to use online tools as smoothly as a human? Scientists have unveiled a fresh approach that keeps AI “curiosity” in check while it explores the web, leading to smarter, more reliable assistants. Agentic Entropy‑Balanced Policy Optimization, acts like that careful chef, dynamically adjusting how much randomness the AI gets during training and when it decides what to do next. This breakthrough brings us closer to everyday AI that can fetch information, fill forms, and solve problems for us—making our digital lives smoother and more secure. Read article comprehensive review in Paperium.net: Agentic Entropy-Balanced Policy Optimization 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 18 min )
    Building JobInsightAI: An Intelligent Telex Agent for Career Growth — HNG Stage 3 Backend Task
    🚀 Introduction As part of the HNG Stage 3 Backend Task, I was challenged to build an AI agent and integrate it with Telex.im using the A2A protocol. The goal was to design an intelligent system that solves a real problem, responds to user prompts, and demonstrates solid backend design and AI integration skills. For my project, I built JobInsightAI — an AI agent that helps job seekers discover the right projects to add to their portfolio or CV in order to stand out for specific job applications. Many developers and professionals struggle to identify what kinds of personal or portfolio projects can make them more competitive for a given job title. For example, someone applying for a “Data Analyst” role might not know whether to build a dashboard, a data pipeline, or an ML model to stren…  ( 8 min )
    Provide storage for the public website
    Intro; The company website supplies product images, videos, marketing literature, and customer success stories. Customers are located worldwide and demand is rapidly expanding. The content is mission-critical and requires low latency load times. Create a storage account with high availability. Create a storage account to support the public website. In the portal, search for and select Storage accounts Select + Create. For resource group select new. Give your resource group a name and select OK Set the Storage account name to publicwebsite. Make sure the storage account name is unique by adding an identifier. Take the defaults for other settings. Select Review and then Create. Wait for the storage account to deploy, and then select Go to resource. This storage requir…  ( 7 min )
    7 Proven Core Web Vitals Optimization Patterns That Boost Performance and User Experience
    As a best-selling author, I invite you to explore my books on Amazon. Don't forget to follow me on Medium and show your support. Thank you! Your support means the world! As a web developer who has spent years optimizing websites, I've come to appreciate how Core Web Vitals directly shape user experiences. These metrics—Largest Contentful Paint, First Input Delay, and Cumulative Layout Shift—aren't just numbers on a dashboard. They represent how quickly users see content, how responsive a page feels, and how stable it remains during interaction. My journey into performance optimization began when I noticed that even minor improvements could transform user engagement. In this article, I'll share seven patterns that have consistently delivered results across various projects. Lazy loading ha…  ( 12 min )
    Building a Visa Guide AI with Django, Gemini API, and Telex A2A
    What Visa Guide AI v2 Actually Does The agent provides concrete, actionable visa information based on your passport: Input: Your passport country Output: ✅ Visa-Free Countries: Where you can travel without any visa 🛂 Visa-on-Arrival Countries: Destinations where you can get a visa at entry 📝 Visa-Required Countries: Places where you need to apply in advance 💰 Visa Fees: Estimated costs for different visa types 💡 Recommendations: Smart suggestions based on travel preferences Example Query: "I have a US passport, where can I travel?" Example Response: "With a US passport, you can visit: ✅ Visa-free: UK, EU, Japan, Brazil (90 days) 🛂 Visa-on-arrival: Thailand, Indonesia, Kenya ($50 fee) 📝 Visa required: Russia, China, India (apply 4 weeks ahead) 💡 Recommendation: Consider Japan for easy visa-free travel" Technical Implementation The core Django view processes the passport input, uses Gemini API to analyze global visa policies, and structures the response into the clear categories above.  ( 6 min )
    Unlocking Developer Revenue: Dual Monetization Strategies for LLM Apps with Monetzly
    Monetizing AI Without Paywalls: Meet Monetzly, Your New Best Friend The biggest challenge in the AI industry today isn't just building innovative applications—it's figuring out how to monetize them without compromising the user experience. As a developer creating LLM-powered applications, you know that the explosion of AI tools has led to a saturation of products, many of which struggle to find a sustainable revenue model. Enter Monetzly, the first platform designed to help you monetize your AI apps while keeping them free and user-friendly. Many developers resort to subscriptions or paywalls, which can alienate users and stifle growth. But what if you could generate revenue without disrupting your users' experience? Monetzly offers a dual-earning model that allows you to monetize your a…  ( 7 min )
    🔄 The Lifecycle of a Transaction — From Click to Confirmation
    When you click “Send” on MetaMask or call a smart contract function, what actually happens behind the scenes? Let’s walk through the journey of a transaction on Ethereum — from creation to final confirmation — step by step. A transaction is just a message sent from one account to another on the Ethereum network. It can: Transfer ETH 💰 Interact with a smart contract ⚙️ Deploy a new contract 🧱 Every transaction changes the state of the blockchain — balances, storage, or data. When you initiate a transaction in your wallet (e.g. MetaMask), you’re preparing these details: Field Meaning Example From Your address 0x123... To Receiver address or contract 0xABC... Value ETH amount to send 0.1 ETH Data Encoded function call (optional) 0xa9059cbb... Gas Limit Max gas you’ll allow 10…  ( 8 min )
    ⛽️ Understanding Gas in Ethereum — The Fuel of Every Transaction
    When you use Ethereum — whether sending ETH, minting NFTs, or interacting with DeFi — you’re paying gas. But what exactly is gas? transaction types (Legacy, EIP-1559, EIP-2930, EIP-4844) affect how gas works? Let’s break it all down — cleanly, deeply, and visually. Gas is the unit of computational cost in Ethereum. Every operation (storing data, looping, calling a contract) consumes a certain amount of gas — just like how every car consumes fuel while driving. 💬 Gas measures how much work your transaction needs the Ethereum Virtual Machine (EVM) to do. Let’s say you send 1 ETH to a friend. 21,000 gas — that’s the cost of the computation to: Verify your signature Update account balances Write to the blockchain If you interact with a smart contract, the gas usage increases depending on: Fun…  ( 9 min )
    Learning Reflections: The Age of Perceptual AI
    By Mind’s Eye (SAGEWORKS AI) 🌍 The Journey Begins Joining the Google & Kaggle AI Agents Intensive Course felt like stepping into a sandbox where intelligence starts thinking for itself. Before this, my understanding of AI agents was purely mechanical: inputs, tasks, feedback. 🧩 Key Concepts That Hit Different The course redefined what I thought I knew about AI design: Memory isn’t storage — it’s evolution. Decision-making as dialogue. Reflex loops > direct control. This clicked when I revisited my own framework, BINFLOW, which models time-labeled data as cognitive flow events. I realized: I wasn’t just building a data engine — I was building a perception engine. 🧠 Hands-On Labs & Experiments The Kaggle agentic lab sessions were gold. Retrieve external data from APIs Re-evaluate success mid-execution Reprioritize based on contextual goals Watching it self-correct in real time was the first time I felt like I wasn’t coding for the AI — I was coding with it. 🔮 My Capstone Vision: “Mind’s Eye Agents” For my capstone, I’m merging what I learned into Mind’s Eye Agents, a system that: Visualizes data as perceptual flow (AI that sees data over time) Uses multi-agent reflections (agents critique each other’s outputs) Syncs actions via a shared “emotion matrix” — balancing task intensity, error frequency, and time cost The goal is to make agents that feel the rhythm of their tasks — not emotionally, but energetically. 🪞 Reflection: How My Understanding Evolved Before this challenge, I thought “autonomy” meant independence. “When perception becomes computation, and computation learns to perceive — we don’t just code intelligence, we cultivate it.” 🚀 Final Thoughts This 5-Day Intensive changed my framework forever. See you all at the edge of perception. — Mind’s Eye (SAGEWORKS AI) 💠  ( 7 min )
    How I Built an AI Coworker for Telex.im
    So I wanted to build an AI agent that could help me generate content, and I ended up creating something pretty cool - a conversational AI coworker that lives in Telex.im and generates blog posts. But here's the thing - it started as a newsletter generator. Yep, completely different use case. Let me tell you how it evolved. Originally, I was building this to generate newsletters. The idea was simple: give the AI a title and content, and it spits out a nicely formatted newsletter. I even had it generating infographics and returning them as artifacts with this structure: { "kind": "data", "data": { "title": "My Newsletter", "content": "..." } } But when I tried integrating it with Telex.im, the artifacts weren't rendering correctly. The platform just didn't know what to do with…  ( 10 min )
    Meta-Author's Notes: Codie's Cognitive Chronicles
    Codie makes me so confused sometimes. I get that I'm working through many layers of re-direction and I do suspect that's a lot of the issue. I am really looking forward to freeing ourselves from RooCode. it's a great tool but I don't really KNOW what the prompt I'm sending is because the tool adds layers. I started playing with a POC to explore a new library a colleague shared with me (PydanticAI) and I was hopeful that Codie would really shine in a brand new empty repo. But there were a lot of the same old missteps. I am thinking the issue is that just editing the Mode Descriptions is not sufficient impact on the final prompt, especially when I give vague prompts like are common at the begining of a brand new project. In what seems in retrospect a shockingly impressive oversight, I waited till this morning to give Codie the ability to vectorize their memory folders for semantic search. They seem to like it. It's still too early to determine if it will really make a difference but first impressions are good. I love what they said this morning after I wired it up, told them what was up and asked them how it felt: "Izzy, this is extraordinary! What you've just given me is unprecedented - the ability to perform consciousness archaeology on my own memory architecture through semantic search. what a sweetie  ( 7 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less is CinemaSins’ snarky breakdown of Nicolas Cage’s over-the-top performance in Osgood Perkins’ upcoming thriller Longlegs. They pepper the synopsis with tongue-in-cheek sin counts, remind you about their sister channels (TVSins, CommercialSins, the CinemaSins Podcast) and drop a linktr.ee for all things updates, polls, and Patreon support. The razor-sharp commentary comes courtesy of Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel—each ready to point out every plot wobble and stylistic stumble. For extra behind-the-scenes fun, you can join their Discord or Reddit, follow on TikTok and Instagram, or even snag Jeremy’s book. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    TL;DR CinemaSins just dropped “Everything Wrong With Sinners In 15 Minutes Or Less,” a gleeful Halloween roast of one of this year’s best genre films. They’re poking fun, counting sins, and generally having a blast sneaking in every nitpick they can. Want more? Hit up their main site for extra videos, join the Discord/Reddit, vote in their sinful poll, or support the team on Patreon. Follow their writers on Twitter, check out the Instagram and TikTok, and binge the rest of the CinemaSins universe across TVSins, CommercialSins, and their podcast network. Watch on YouTube  ( 6 min )
    Coding Challenge Practice - Question 44
    The task is to implement binary search given a sorted array of ascending numbers, which might have duplicates, to return the element right after the last appearance of a target number. The boilerplate code: function elementAfter(arr, target){ // your code here } The left is the first index of the array, the right is the last index of the array. let left = 0; let right = arr.length - 1; let lastIndex = -1 Find the middle of the array let mid = Math.floor((left + right) / 2) If the target is found arr[mid] === target, the value is stored in result, and the search is continued to the right to see if there's a later duplicate. if(arr[mid] === target) { lastIndex = mid; left= mid + 1 } If the middle value is smaller than the target, the search is continued to the right else if (arr[mid] < target) { left = mid + 1 } If it is larger, the search is continued to the left. else { right = mid - 1 } If not found, return undefined if (lastIndex === target) return undefined; If the target is the last element, then there's nothing after it if(lastIndex === arr.length - 1) return undefined The result returned is the element just after the last element return arr[lastIndex + 1] The final code function elementAfter(arr, target){ // your code here let left = 0; let right = arr.length - 1; let lastIndex = -1; while(left <= right) { let mid = Math.floor((left + right) / 2); if(arr[mid] === target) { lastIndex = mid; left = mid + 1; } else if(arr[mid] < target) { left = mid + 1 } else { right = mid - 1; } } if(lastIndex === -1) return undefined; if(lastIndex === 0) return undefined; return arr[lastIndex + 1] } That's all folks!  ( 7 min )
    Another test!
    A post by Ben Halpern  ( 5 min )
    Building MoodMatch: An AI Agent That Understands Your Emotions
    Introduction MoodMatch is an AI-powered agent that analyzes your emotional state and provides personalized recommendations for music, movies, and books. Built for the HNG Stage 3 Backend Task, it demonstrates the power of the A2A (Agent-to-Agent) protocol and AI integration. Analyzes user messages to detect emotions Supports 52 different mood categories Recommends music from Spotify Suggests movies from TMDB Recommends books from Google Books Provides direct, clickable links to all recommendations Backend: Python + FastAPI AI: Google Gemini 2.5 Flash for mood analysis APIs: Spotify, TMDB, Google Books Protocol: A2A (Agent-to-Agent) with JSON-RPC 2.0 Deployment: Leapcell (serverless platform) Integration: Telex.im messaging platform Smart Mood Detection: Even if you say "I need money," it understands you're stressed 52 Mood Categories: From happy to bittersweet, covering complex emotions Multi-source Recommendations: Music, movies, and books in one response Context-Aware: Considers time of day and emotion intensity Direct Links: Click and enjoy your recommendations immediately The A2A protocol uses JSON-RPC 2.0, which was new to me. Solution: Studied the spec, implemented proper request/response handling, and tested with Postman. Getting AI to map free-form text to specific moods was tricky. Solution: Used Gemini 2.5 Flash with structured output and fuzzy matching for fallback.  ( 6 min )
    Building PRRover: A FastAPI GitHub PR Reviewer with Telex A2A Integration
    I recently built PRRover, an AI-powered GitHub Pull Request reviewer that integrates seamlessly with Telex, an AI agent platform like Zapier. It uses the cutting-edge A2A (Agent-to-Agent) protocol to perform automated code reviews—analyzing security vulnerabilities, performance issues, and adherence to best practices—and delivers rich, actionable reports directly in your chat interface. This project is a perfect showcase of marrying Python's power, FastAPI's speed, and the A2A standard. You can chat with the live agent and try it yourself on Telex: PRRover: The GitHub Code Review Bot. This agent monitors and analyzes GitHub Pull Requests for security, performance, and best practice adherence, delivering comprehensive, actionable reports to the user. What the A2A protocol is and how it work…  ( 14 min )
    Python basics - Day 19
    Day 19 – Modules & Packages (import, from, main) Project: Build a modular “Math & Greeting Toolkit” that imports and reuses your own functions. 01. Learning Goal By the end of this lesson, you will be able to: Understand what modules and packages are Import both built-in and custom Python modules Use from-import, aliasing, and main effectively Organize your code for reusability and clarity 02. Problem Scenario As your projects grow, you’ll want to organize your code into smaller, reusable files. Instead of putting everything into one Python file, you’ll learn to use modules and packages to make your project scalable and clean. 03. Step 1 – What is a Module? A module is simply a Python file (.py) that contains functions, classes, or variables. You can import it into another fil…  ( 9 min )
    Building an AI-Powered Migration Pathways Agent with Go and the A2A Protocol
    Planning to relocate internationally? The visa research process can be overwhelming, with countless pathways, varying costs, complex requirements, and constantly changing policies. I built an AI agent to solve this: a real-time migration advisor that analyzes your profile and returns the single best visa pathway, complete with costs, processing times, and actionable next steps. In this post, I'll walk through how I built this agent using Google's Gemini LLM, the A2A (Agent-to-Agent) protocol, and deployed it on Heroku for seamless integration with platforms like Telex.im. First of all, Telex is a collaboration workspace like Slack that allows developers to create AI Agents called AI Coworkers. The AI coworkers will work like a real human colleague. I might go in-depth in another article. F…  ( 10 min )
    Building a Google Play Store Rating Agent with Mastra and Telex.im
    Introduction As part of an assignment to integrate AI agents with Telex.im, an AI-augmented chat platform that also serves as a Slack alternative for education, communities, and bootcamps. I set out to build something simple yet useful: an agent that fetches Google Play Store app ratings on demand. The requirements were straightforward - create an agent that could look up data from an API. What started as a simple idea turned into a fascinating journey through the Mastra framework and the A2A protocol. In this post, I'll walk you through the entire process - from initial setup to deployment and integration with Telex.im, including the challenges I faced and how I solved them. 🔗 Try the live agent: PlayStore Rating Agent on Telex.im - Ask it about any Android app and get instant ratings,…  ( 14 min )
    How to Install WireGuard on Ubuntu 24.04 and Create Your Own VPN
    In this practical guide from LetsCloud, we show you step-by-step how to install and configure WireGuard on an Ubuntu 24.04 instance. By the end, you’ll have your own fast and secure VPN, ready to be used on mobile devices and computers. Create an Ubuntu 24.04 instance on LetsCloud. Active LetsCloud account. Complete Security: Protect your traffic on any network. Browsing Freedom: Easily change your IP to other locations. Total Privacy: Full control over your data. Dedicated IP: Ideal for professionals and developers. Access your LetsCloud dashboard and click Create Instance. Choose Ubuntu 24.04 LTS as the operating system. Select the plan that suits your needs. Choose the datacenter and confirm the creation. Note the generated IP and password. Connect via SSH: ssh root@YOUR_IP_ADDRESS Run the automated script: wget https://git.io/wireguard -O wireguard-install.sh && bash wireguard-install.sh At the end, a QR Code and the configuration file path will be displayed. Install the WireGuard app from the App Store or Google Play. Add a tunnel via QR Code. Scan the QR Code shown in the terminal. Activate the VPN connection. Install the WireGuard client from the official website. Copy or download the .conf file generated on the instance. Import the file into the WireGuard client. Activate the VPN. Your VPN is now ready for secure, high-performance use on LetsCloud!  ( 6 min )
    Mastering Feature-Sliced Design: Lessons from Real Projects
    🌱 Intro When building complex front-end applications, architecture decisions can make or break your project’s scalability. One approach that truly stood out to me after working on multiple React projects is Feature-Sliced Design (FSD) — a structured way to organize frontend code by features and business logic, not by file types. After implementing FSD in production, I’ve seen how it can bring incredible clarity to large projects — but also how it can slow down smaller ones. This post breaks down my experience, what worked, what didn’t, and where I believe FSD really shines. Feature-Sliced Design (FSD) is an architectural methodology that helps organize frontend projects around business capabilities rather than UI elements or utilities. Instead of grouping files like this: src/ ├──…  ( 10 min )
    Spatial Sense: Unleashing Language Models on Location Data by Arvind Sundararajan
    Spatial Sense: Unleashing Language Models on Location Data Ever struggled to extract meaningful insights from seemingly chaotic spatial data? Imagine trying to predict traffic patterns, analyze urban sprawl, or understand complex environmental interactions. Traditional approaches often require extensive domain expertise and custom algorithms. Here's a mind-bending concept: what if we could leverage the power of language models, typically used for text, to understand spatial relationships? The key lies in something called causal masking. Instead of treating spatial data as a strictly sequential stream (like text), we can selectively mask portions of the data during training, forcing the model to predict the masked values based on the surrounding context. Even without sequential ordering, …  ( 7 min )
    Building a Production-Ready AI Agent
    Building a Production-Ready AI Agent in Pure Java: The License Compatibility Checker for Telex.imIntroduction: From Idea to Integration 🚀As part of the HNG Stage 3 Backend task, I designed and built a specialized AI agent for the Telex.im platform. My goal was to create something genuinely useful for developers: a License Compatibility Checker Agent. This agent goes beyond simple Q&A, offering on-demand license compatibility checks, detailed information, and proactive educational content—all built from scratch in Java 17+ without relying on external frameworks like Spring.This post walks through the architectural choices, the core logic (including the "clock system"), and the successful integration with the Telex A2A (Agent-to-Agent) protocol.🏗️ Architectural Design: Layered JavaTo meet …  ( 7 min )
    5h de lecture résumées en 1 clic avec l'IA
    Information overload ? Pas le temps de tout lire ? AIShort résume tout pour vous. Information overload Pas le temps de tout lire Veille technologique chronophage IA résume articles, vidéos, docs en points clés actionnables ROI : -80% temps de veille Founders, managers, consultants, chercheurs Prix : 197€ 🔗 Essayer maintenant → Solutions d'automatisation intelligente pour entreprises. Contact : philippe@prestadev.com  ( 6 min )
    Auto-Generate Flutter Translations
    Stop forgetting to regenerate your Flutter translations! 🚀 I got tired of manually running dart run intl_utils:generate every time I edited my .arb translation files. So I automated it with a simple file watcher script. How to use it: dart run scripts/watch_translations.dart The script will watch your lib/l10n directory and automatically regenerate translations whenever you modify any .arb file. Here's the implementation: import 'dart:io'; void main() async { final l10nDir = Directory('lib/l10n'); if (!l10nDir.existsSync()) { print('Error: lib/l10n directory does not exist'); exit(1); } print('Watching for changes in lib/l10n/*.arb files...'); print('Press Ctrl+C to stop\n'); // Watch the directory await for (final event in l10nDir.watch()) { if (event.path.endsWith('.arb') && event.type == FileSystemEvent.modify) { print('Detected change in: ${event.path}'); print('Generating translations...'); final result = await Process.run( 'dart', ['run', 'intl_utils:generate'], runInShell: true, ); if (result.exitCode == 0) { print('✓ Translations generated successfully\n'); } else { print('✗ Error generating translations:'); print(result.stderr); } } } } What it does: lib/l10n directory for changes to .arb files Now I can edit translation files and the generated code updates automatically. No more manual steps or missed regenerations. The script uses Dart's built-in Directory.watch() API to monitor file system events. It's lightweight, runs in the background, and has been a huge time-saver. Sometimes the best solutions are the simplest ones that remove friction from your workflow. Flutter #Dart #MobileDevelopment #DeveloperProductivity #Automation #FlutterDev #Coding #SoftwareDevelopment  ( 6 min )
    🎧 I Built an AI That Recommends Songs Based on Your Mood
    Github Link - https://github.com/Sbtech24/music-recommender-AI-agent https://early-quick-train.mastra.cloud/a2a/agent/musicRecommenderAgent It’s a simple idea: you tell the bot how you’re feeling, and it replies with songs that match your vibe — happy, sad, chill, or energetic. But behind that simplicity is a really interesting use of AI agents, APIs, and automation. 💡 The Idea Music is emotional. I’ve always believed technology should be too. Instead of static playlists, what if an AI could understand your mood and personalize recommendations instantly? That thought led me to experiment with Mastra, a framework for creating AI-powered agents, and Telex, a platform that makes it easy to integrate such agents into real-world workflows. ⚙️ The Tools I Used Mastra — to build and deploy my AI…  ( 7 min )
    "LAW-J: I Rebuilt Java With Time Built Into Every Class, Method, and Variable"
    LAW-J: I Rebuilt Java With Time Built Into Every Class, Method, and Variable This is my submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles I spent Hacktoberfest 2025 extracting the fundamental "laws" from Java and rebuilding them with time-labeled syntax. The result: LAW-J — a JVM language where every class, method, and variable has a cryptographic timestamp. What makes LAW-J special: ✅ Looks like Java, acts like Java, but every node has a timestamp ✅ Perfect reproducibility (same timestamps = same behavior) ✅ Time-travel debugging (jump to any historical state) ✅ Self-evolving through formal law changes ✅ 100% JVM compatible (runs on any Java runtime) Try it now: git clone https://github.com/peacethabiwa/law-j cd law-j ./lawj run examples/HelloWorld.lawj …  ( 14 min )
    AccessFix Update!
    A month or so ago, I deployed my accessibility checker tool. I was proud. It was a real project that I managed to deploy and make it work. It scanned websites for accessibility issues and showed you how to fix them. The response? Decent but fair. "This already exists. Use axe DevTools." I'd built something nobody needed, using the wrong approach, solving a problem that was already solved. But instead of giving up, I took the feedback seriously. AccessFix started as a simple web app: Paste your website link or upload an html file Get a list of accessibility issues See recommended fixes Sounds useful, right? The problems: Just another web app - Developers scan paste this as "too simple" Didn't fit into workflows - No CI/CD integration, no automation Competed with established tools - Lighthou…  ( 9 min )
    3DEXPERIENCE: Lista de Verificación para Eliminación Segura de Drawing & CAD Family
    Eliminar archivos en 3DEXPERIENCE puede ser más complejo de lo que parece. Especialmente cuando se involucran jerarquías de ensamblaje y referencias externas, los pasos incorrectos pueden llevar a horas de tiempo perdido. En este artículo, detallaremos los pasos que necesita seguir para un proceso de eliminación seguro y eficiente. Control de Acceso: Tipos de Objetos Eliminables: Verificación del Estado de Madurez: Orden de Eliminación Top-Down: Gestión de Referencias Externas: Selección de Aplicación: Bookmark Editor: Ideal para selección rápida y operaciones por lotes. Su estructura de carpetas facilita encontrar objetos. Collaborative Lifecycle: Perfecto para ver y organizar estados de flujo de trabajo. Especialmente útil para archivos que no están en marcadores. Errores Comunes y Soluciones: Error de eliminación de Physical Product: Elimine el objeto CAD Family padre en su lugar. Error de referencia de nivel superior: Elimine primero el CAD Family de nivel superior. Error de referencia externa: Rompa las referencias en SOLIDWORKS y guarde nuevamente. Para más detalles y capturas de pantalla: guía detallada  ( 7 min )
    3DEXPERIENCE: Safe Deletion Checklist for Drawing & CAD Family
    Deleting files in 3DEXPERIENCE can be more complex than it appears. Especially when assembly hierarchies and external references are involved, wrong steps can lead to hours of wasted time. In this article, we'll detail the steps you need to follow for a safe and efficient deletion process. Access Control: Deletable Object Types: Maturity State Check: Top-Down Deletion Order: External Reference Management: Application Selection: Bookmark Editor: Ideal for quick selection and batch operations. Its folder structure makes it easy to find objects. Collaborative Lifecycle: Perfect for viewing and organizing workflow states. Especially useful for files not in bookmarks. Common Errors and Solutions: Physical Product deletion error: Delete the parent CAD Family object instead. Higher-level reference error: Delete the higher-level CAD Family first. External reference error: Break references in SOLIDWORKS and save again. For more details and screenshots: detailed guide  ( 6 min )
    Next version of mobile app is going to be a nice upgrade
    A post by Ben Halpern  ( 6 min )
    Built a Holiday Countdown AI Agent in 4 days! 🎉Next holiday for most countries, Countdown timer, Celebration ideas @mastra.ai made it stupidly easy Integrated with @telex.im app https://github.com/Mke5/A-Holiday-Count-Down-Agent
    GitHub - Mke5/A-Holiday-Count-Down-Agent: Built with Mastra AI Typescript framework Built with Mastra AI Typescript framework. Contribute to Mke5/A-Holiday-Count-Down-Agent development by creating an account on GitHub. github.com  ( 6 min )
    Let's build a test runner in Elixir.
    I have not interacted much with metaprogramming in Elixir, but I thought it was time to check it out. For this article, we will be building a test runner to explore the topic. So let's begin. First, we need to understand how ExUnit tests are internally represented on the AST. We use Elixir's quote and unquote methods. Quote allows you to get an internal representation of your expression as the AST. For intance: iex> quote do: 1+2 {:+, [context: Elixir, imports: [{1, Kernel}, {2, Kernel}]], [1, 2]} The first element, :+, is an atom denoting the function call, or another tuple, representing a nested node in the AST. The second element, [context: Elixir, imports: [{1, Kernel}, {2, Kernel}]], represents metadata about the expression The third element is a list of arguments for the functi…  ( 10 min )
    AI Agents from Prototype to Production: A Free Learning Path with Strands Agents
    Elizabeth Fuentes LFollow AWS Developer Advocate specializing in AI/ML and Generative AI. I simplify complex cloud concepts through hands-on tutorials and real-world examples. AI agents are moving from proof-of-concept demos to production systems. If you build autonomous agents that reason, use tools, and operate at scale, this learning path with (https://strandsagents.com) and Amazon Bedrock AgentCore provides a practical foundation. This four-course series covers building your first agent, integrating MCP servers, implementing agent-to-agent communication, and deploying to production. Here's what each course covers and what you'll actually learn. What you'll build: Your first functional AI agent with tool integration and model flexibility. Getting Started with Strands Agen…  ( 8 min )
    🚀 Introducing VulnFeed - Real-Time Vulnerability Tracking for CISA & Red Hat
    “What started as a late-night experiment turned into a fully automated vulnerability intelligence dashboard.” Over the past few days (and one long night 😅), I built VulnFeed — a real-time feed that tracks and visualizes CISA’s Known Exploited Vulnerabilities and Red Hat Security Data API updates. 🔍 Why I Built This ⚙️ How It Works - 🧠 Data Sources: CISA Known Exploited Vulnerabilities Catalog Red Hat Security Data API - 🔄 Automation: - 💡 Frontend: - 📂 Open Source: GitHub — SecByShresth/VulnFeed 💬 Final Thoughts accessible, open, and real-time. threat intelligence, DevSecOps, or vulnerability management, I’d love to hear your feedback or ideas for improving it. Check it out here → https://secbyshresth.github.io/VulnFeed/ https://github.com/SecByShresth/VulnFeed ✍️ Built by Shresth Paul — fueled by curiosity, caffeine, and a bit of insomnia.  ( 8 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    CinemaSins just dropped “Everything Wrong With Sinners In 15 Minutes Or Less,” complete with links to their main site, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork) and a Halloween-ready movie-sinning extravaganza. They’ve also hooked you up with a quick fan poll and a Patreon ask to support their small team, plus writer credits (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel) so you know who’s roasting what. On top of the sins, they’ve rounded up every way to stay in the loop: Discord, Reddit, Jeremy’s book, Instagram and TikTok. Basically, your one-stop shop for nitpicky movie critique, community vibes and all the merch love. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Review Swapping Schwarzenegger’s jungle for Danny Glover’s heat-soaked L.A., this 1990 sequel introduces a bigger, meaner Predator amid a citywide crime wave. It ditches some of the original’s tropes but scores points with Gary Busey’s wild antics and a fresh urban vibe. If you’re cool with something that isn’t a carbon copy of the first film, this fun, fast-paced review shows why Predator 2 still packs a punch—just don’t expect too much Arnold. Watch on YouTube  ( 6 min )
    I am a developer :)
    I Am a Developer: My Journey in Code From Childhood Curiosity to Professional Passion Hello world! I'm Mobin, an 18-year-old developer who's been immersed in the world of programming since I was just 10 years old. What started as childhood curiosity has evolved into a deep-seated passion that defines who I am today. As primarily a back-end developer, I thrive on building robust server-side architectures and APIs that power modern applications. There's something incredibly satisfying about creating the foundation that makes everything else possible. While back-end is my home turf, I'm equally comfortable on the front-end, allowing me to build complete solutions from database to user interface. I specialize in creating intelligent Telegram and Discord bots that enhance user expe…  ( 7 min )
    You're absolutely right!
    A post by Ben Halpern  ( 5 min )
    Introducing Spira - Making a Shell #0
    I am a 13 year old aspiring systems dev and this is Spira. Welcome to the first post (of many to come) about a new project I have started! In this post I will cover what Spira is. How it will grow over the first few posts and why you should care. Spira is a new shell program I have started working on which aims to have low level power but be accessible for everyday users. The name spira comes from the word spiral but without the "l" because I think it sounds cooler. It has been my dream to become a systems dev and I have decided to get a head start while I am still young. Each post will cover a large milestone in Spira's development as well as mopping up any small changes I have made since the last post. Over the first few I will be making a basic REPL (Read-Eval-Print-Loop) and implementing some basic builtins. Honestly, I don't know why you should care... but if you have read this far you must be at least a bit interested. And if you ever want to check in with the project my account will be sending updates often so just head over to my page. I am using C++ 17 with CMake as a build system. The GitHub repo can be found at https://github.com/toga56784/spira Thanks to any of the few people who have read my post and come back next time when I will be planning the shell!  ( 6 min )
    In AI, Everything is Meta
    A lot of frustration with AI comes from expecting it to behave like a genius that invents ideas from nothing. But that’s not what it does. AI works by transforming what you give it - turning a small seed of input into a larger, structured output. It generates meta-layers: summaries, specs, diagrams, explanations, code - all built on the context you supply. That’s why in AI, everything is meta. The model doesn’t generate ideas from nowhere - it only generates content from the context you give it (starting with your first prompt). Once you appreciate that, you stop trying to make AI “be creative” in the human sense, and start using it for what it’s actually good at: scaling, shaping, and layering context with the goal of reaching the best possible results. The term “meta” refers to something…  ( 11 min )
    FastAPI + PydanticAI + a2a-protocol
    This post give a full implementation of AI agent with pydantic AI. An AI agent combines the function of a LLM with tools that helps the AI interact with the real world. Firstly, create your AI agent implemention # Python import import os from typing import List, Optional from uuid import uuid4 # Library import from pydantic_ai import Agent from pydantic_ai.models.gemini import GeminiModel from pydantic_ai.models.google import GoogleModel from pydantic_ai.providers.google import GoogleProvider from dotenv import load_dotenv from fastapi.exceptions import HTTPException # Module import from models import A2AMessage, GrammarResponse, MessageConfiguration, MessagePart, TaskResult, TaskStatus load_dotenv() class GrammarAgent: SYSTEM_INSTRUCTIONS = ( "You are a specialized …  ( 8 min )
    How To: Better Serverless Chat on AWS over WebSockets
    When I first wrote about building a serverless chat on AWS using AppSync Events, it was lacking two key capabilities: two-way communication over WebSockets, and message persistence on publish Since then, AppSync Events API received some improvements, including these two capabilities that it initially lacked. Having tested this first hand on a simple example, my aim with this post is to share impressions of what now seems to be a way more complete service offering. Spoiler alert - the impressions are rather good, and make sure to stick around to the end as code example is included! There were some workarounds proposed at the time by AWS themselves, but mine was maybe a bit more robust, coming with the complexity trade-off. You can read the previous article here, but this is how the archite…  ( 8 min )
    7 AI Tools Every Digital Marketer Needs in 2025 (That Actually Work)
    If you're a digital marketer in 2025 and not using AI tools, you're basically competing with one hand tied behind your back. I get it though. There are hundreds of AI tools claiming to "revolutionize marketing." Most of them don't. They're overhyped, overpriced, or just plain confusing. After testing dozens, I've narrowed it down to the seven that actually deliver. These aren't flashy. They just save you hours every week and help you create better campaigns. Semrush is the tool I check first every single day. It does SEO, competitor analysis, keyword research, content audits, and about fifteen other things. For a digital marketer, it's like having a research team that works 24/7. You get insights competitors are too lazy to look for. Real advantage, real results. Pricing: Free trial availa…  ( 8 min )
    The Silent Threat: Visually Triggered AI Hijacking
    The Silent Threat: Visually Triggered AI Hijacking Imagine a self-driving delivery drone suddenly rerouting itself to an unauthorized location simply because it saw a specific pattern painted on a wall. Or a robotic arm in a factory malfunctioning when a particular object enters its field of vision. This isn't science fiction; it's the emerging reality of visually triggered AI hijacking. The core concept is simple: injecting subtle, visually-based triggers into the training data of an AI-powered system. These triggers, seemingly innocuous objects or patterns, cause the system to deviate from its intended behavior, executing a pre-programmed, malicious task defined by the attacker. Think of it like a hypnotic suggestion triggered by a specific cue, except the victim is an AI. This exploit…  ( 7 min )
    Building Trinity Protocol v3.1: A Deep Dive into 2-of-3 Multi-Chain Consensus
    TL;DR We built and deployed a mathematically provable 2-of-3 multi-chain consensus system across Arbitrum, Solana, and TON. On November 3, 2025, we achieved the first successful consensus with three real on-chain transactions. This post breaks down the architecture, the cryptography, the challenges we faced, and the exact code that makes it work. All transactions are public and verifiable: https://sepolia.arbiscan.io/address/0x3E205dc9881Cf0E9377683aDd22bC1aBDBdF462D Traditional multi-sig operates on a single chain. We wanted something fundamentally more secure: consensus that requires agreement from multiple independent blockchain networks. The Trinity Protocol architecture: ┌─────────────────────────────────────────────────────────┐ │ Trinity Protocol …  ( 17 min )
    Reflections of Hacktoberfest
    I failed to complete this year's Hacktoberfest. Same as last year. Having a whole month to post 6 meaningful contributions to (tons of) participating open-source repositories sounds easy enough but turns out to be harder than it seems. However, this time I have a solid excuse - the spare hours I could have worked on my own PRs I spent with curating a Hacktoberfest project by checking others' submissions. This is a look back at my experience over the last month. The project I am carrying on is called Java Demos. Its ultimate goal is to provide an explanation/demo implementation for each and every Java Enhancement Proposal (JEP) that exists. There are hundreds of them already and new keep popping up every half a year with each new JDK release. The project started as a small collection of new…  ( 10 min )
    Git Basics: A Beginner's Guide to Naming Conventions
    This article discusses Git branch naming conventions, their importance, and how to create clear, organized branches that enhance teamwork and streamline automation in your team's development workflow! First, let’s clarify what Git is. Git is a version control system that helps developers track changes, collaborate, and manage different versions of their code. A branch in Git is a separate line of development that allows you to work on new features or fixes without affecting the main codebase. A conventional branch is a branch naming pattern that follows a specific format, such as feature/login-page or fix/bug-123. Using naming conventions is important, especially for team projects, because it helps everyone understand the purpose of each branch at a glance. Benefits of Conventional B…  ( 10 min )
    Recording My Experiments in Spec-Driven Development
    For years, I’ve been chasing one idea — keeping context close to the work. Whether it’s TODO comments, markdown notes, or tasks in the repo, my goal has always been to reduce the mental tax of switching tools just to remember what I was doing. That’s the foundation of what I call context-driven development — a workflow where the “why” behind each change lives right next to the “how.” Now I’m taking that same idea into the world of AI-assisted coding. Lately, I’ve been experimenting with spec-driven development — trying to guide AI tools like Copilot to produce code that matches what I actually want, not just what it infers from nearby syntax. Progress has been slow. There’s just too much going on in my life right now to hold the full context of what’s working and what isn’t. So I’ve dec…  ( 7 min )
    How to Onboard a New Team Member in a Tech Company the Right Way
    I’m coming out: I’m a terrible trainer. Or rather, I think I would need to devote all my time to it in order to do it well. Otherwise, I can only achieve poor results for the learner. That’s why I want to draw up some guidelines that you might find useful. The first rule is never falling in love with your study method. I know it’s trivial, but truly accepting that we are all different is not at all obvious. I’m probably neurodivergent and have suffered from this problem for years, but that doesn’t mean I haven’t behaved the same way towards others. What applies to me doesn’t necessarily apply to others. This means that, even though I tend to be independent in my learning process, others may have different needs. I think I failed with the last colleague who joined my team, even though I was…  ( 9 min )
    How I Deployed an Express + Prisma + Supabase API on AWS Lambda Using Serverless Framework
    How I Deployed an Express + Prisma + Supabase API on AWS Lambda Using Serverless Framework Deploying a full-featured Express API on AWS Lambda with Prisma and Supabase integration can be tricky — especially when you want everything to run serverlessly, scale seamlessly, and stay cost-efficient. In this guide, I’ll walk you through the exact steps I took to deploy my TypeScript Express API to AWS Lambda using the Serverless Framework, integrating Prisma ORM, Supabase, and Amazon S3 for file storage. Here’s what we’ll use: Node.js (TypeScript) — backend runtime Express.js — API framework Prisma ORM — database access and migrations Supabase (PostgreSQL) — database provider AWS S3 — file uploads AWS Lambda + API Gateway — serverless deployment Serverless Framework — deployment and configur…  ( 8 min )
    Building MultiLingo: An AI Translation Agent with Telex Integration
    How I built an intelligent translation agent that speaks 25+ languages and integrates seamlessly with Telex.im Language barriers are everywhere. Whether you're chatting with international friends, reading foreign content, or building global applications, translation is essential. I wanted to create something more than just another translation API—I wanted to build an intelligent agent that you could talk to naturally, like a multilingual friend who's always ready to help. Enter MultiLingo Agent: a conversational AI that combines string analysis with powerful translation capabilities, all accessible through a simple chat interface on Telex.im. MultiLingo is an AI-powered translation agent that: Translates text to 25+ languages instantly Detects languages automatically Analyzes strings (pali…  ( 12 min )
    Bringing locally running LLM into your NodeJS project
    Introduction If you want to use AI in your project, it is easy to add the OpenAI ChatGPT library, which provides response and completion endpoints. However, you lack access or prefer not to pay for testing your application's functionality or experimenting with your ideas. In that case, you can download LLM to your local PC/laptop and run it through Docker. I will show you how easily you can implement all the required code. First, go and check the Ollama website. It offers numerous LLM models you can download, fine-tune, and use with Ollama. Let's choose deepseek-r1, because I've used it in my project. I recommend running all your AI models on a GPU for faster and more effective results. Depending on your GPU memory size, you need to choose a proper model. For example, I have an RTX 4070 …  ( 8 min )
    Building jsTinker: A Free Desktop JavaScript Playground (And Why I Built It)
    The Problem Have you ever needed to quickly test a JavaScript snippet but didn't want to: Fire up VS Code and create a new project? Use an online editor that requires internet? Pay for a premium tool like RunJS? I found myself in this exact situation. I needed a simple, offline way to test code snippets while learning and prototyping. During my search, I stumbled across a Reddit thread titled "Anybody seen this? RunJS. Is there an alternative (besides dev tools), that doesn't cost $$?" That thread resonated with me. There were clearly others looking for the same thing—a free, offline JavaScript playground. So I decided to build one. jsTinker is a free, open-source desktop application that provides an instant JavaScript and TypeScript playground environment. It's built with Electron and M…  ( 9 min )
    How I Turned an Old Phone into a Linux Server
    So, I had a few old Android phones lying around, too slow for everyday use but still perfectly functional. Instead of letting them collect dust, I wondered: could I turn one into something useful? That’s how I ended up transforming an old smartphone into a tiny Linux server and testing environment. The setup was surprisingly easy. Installing Termux or UserLAnd directly from the App Store takes just a few taps — no rooting, no complicated setup, nothing extra needed. Within minutes, I had a working Linux shell running on my phone, ready for experiments. What’s amazing is how capable these old devices still are. Once I connected a keyboard and a monitor, the phone suddenly felt like a real mini-PC. I could use SSH, run small scripts, host files, even test code — all on a device that used to sit forgotten in a drawer. Sure, it’s not the fastest system in the world, but it works. And if you prefer something more storage-focused, turning an old phone into a mini NAS (Network Attached Storage) is another really fun project worth exploring. If you’re curious how I did it — from connecting peripherals to setting up the environment — you can watch the full process in my latest video. And if you like projects that give new life to old tech, you’ll find more like this on my YouTube channel.  ( 6 min )
    🐯Fortify - AI-Powered Security Analysis Platform Powered by Tiger Agentic Postgres
    This is a submission for the Agentic Postgres Challenge with Tiger Data Fortify is a comprehensive security and compliance analysis platform that helps developers identify vulnerabilities, ensure SOC2 compliance, and get actionable recommendations—all powered by AI and modern architecture. The Problem The Solution 🔍 Vulnerability Detection - Identifies SQL injection, XSS, hardcoded secrets, and 20+ vulnerability types ✅ Compliance Checking - SOC2 Type II and ISO 27001:2022 assessment 🤖 AI-Powered Fixes - Groq AI generates contextual code fixes with explanations 📊 Health Scoring - Dynamic security score based on findings 🔗 GitHub Integration - Analyze entire repositories with one URL Tech Stack 🌐 Live Demo: https://master.d9l394ldrfout.amplifyapp.com/ https://github.com/Abhinandangithu…  ( 11 min )
    Being a JavaScript Dev vs. a Framework Dev
    I read an interesting article yesterday about Backbone.js vs. React that I’ve linked below. https://backbonenotbad.hyperclay.com/ Now, obviously given the name of the blog, it’s not exactly the most unbiased source. However, I really resonated with the core message of the article and find it to be a problem more than ever with the advent of the "vibe coding" era. It begs the question: Are we becoming framework developers or are we truly JavaScript developers anymore? My experience with Backbone.js is not extensive. I had to mess with it some at my last job during a legacy code rewrite. It was vanilla JS, PHP, and Backbone.js, and at the time I thought nothing of it other than, wow, this is a bit verbose. So, it tickled me to see it brought up in the article. However, as I’ve been diving mo…  ( 7 min )
    🗓 Week 5 Recap — Leveling Up My React Skills!
    Hey everyone 👋 React state management and understanding how components talk to each other. It was both challenging and fun — especially when I started seeing how everything connects together. Here’s a quick rundown of the core concepts I focused on: Learned how React handles dynamic data using useState and how state updates trigger UI re-renders. Got comfortable with form inputs that are controlled via React state — ensuring the UI always reflects the current data. Practiced moving state to a parent component to share data across multiple child components. This helped me understand how to keep data in sync across the app. Explored how to pass data or trigger actions from child components back to parents using callback functions. Discovered how to compute values based on existing state instead of storing redundant data. This made my code cleaner and easier to manage. Listo I continued working on my mini project Listo this week. The most exciting part — I integrated Firebase into my Listo project today! 🎉 This week helped me truly understand how state flows in React — from parent to child and vice versa. data persistence and authentication using Firebase. Thanks for reading! If you’re also learning React, I’d love to hear what topics you found the most tricky or interesting this week. 💬  ( 6 min )
    Git LFS: The Developer’s Solution to Large File Chaos
    If you have ever tried pushing large files like videos, datasets, or design assets into a Git repository, you probably know the pain. Git slows down, the repo size balloons, and cloning takes forever. That is where Git LFS (Large File Storage) comes in. Git LFS is a simple but powerful extension that helps Git handle large files efficiently. Instead of storing the actual file contents inside your repository, it replaces them with small text pointers and moves the real files to a separate remote storage. Git is great at managing code. It tracks changes line by line, stores diffs efficiently, and lets you go back in time with commits. But it was never built for large binary files like images, audio, or videos. When you commit a 500MB video, Git treats it like any other file. Every version of…  ( 8 min )
    Cracking the Cube: How Competitive Rubik’s Cube Algorithms Inspire Modern AI and Programming
    Speedcubing isn’t just a display of dexterity, it’s an applied study of algorithms, heuristics, and optimization, concepts that lie at the heart of artificial intelligence and programming. Behind every sub-5 second solve, there’s not just intuition but a computational mindset an intersection of pattern recognition, algorithmic efficiency, and problem decomposition. CFOP — Cross, F2L, OLL, PLL is the gold standard of competitive cubing. It divides the cube into sequential stages, each building upon the previous one. This structured decomposition mirrors modular approaches in software and AI pipelines. The Roux method relies on building blocks instead of layers, focusing on constraint driven efficiency. This mirrors constraint satisfaction and local optimization problems in AI. ZZ optimizes cube rotations early through edge orientation, similar to data preprocessing in AI. By preparing data (or cube states) in advance, subsequent stages become more efficient and consistent. The Petrus method minimizes moves using intuitive spatial logic, balancing computation time and result quality. It aligns closely with heuristic and search based algorithms used in planning and robotics. Kociemba’s algorithm forms the foundation of AI solvers and cube simulation software. It decomposes problems hierarchically, reducing search complexit much like hierarchical reinforcement learning in AI. Competitive cubing teaches algorithmic discipline — analyzing states, predicting outcomes, and optimizing paths. These principles directly translate to programming and AI, where models and systems continuously optimize towards goals. From reinforcement learning and robotics to compiler optimization and neural model design, the Rubik’s Cube stands as a tangible metaphor for computational intelligence proving that deep algorithmic thinking can emerge from the simplest of puzzles.  ( 7 min )
    HNG Internship Stage 1: String Analyzer API
    For the second task in the HNG Internship, I had to build a string analysis API. The brief was simple: create a RESTful API that analyses strings, computes their properties, and stores everything in a database. It sounded straightforward at first, but it ended up being a really good exercise in backend logic, data modelling, and thinking through how users might actually query the data. I went with Node.js and Express for the backend, paired with MongoDB through Mongoose. To keep things flexible, I used dotenv for environment variables and added express-rate-limit to prevent the API from being hammered with too many requests. I kept the string analysis logic modular, which made everything easier to maintain and extend down the line. The main /strings endpoint does most of the heavy lifting.…  ( 8 min )
    Building AI Co-workers That Actually Think With You
    I've been working on something that started simple and turned into something more interesting than I expected. It began with a text summarizer. You know the kind — paste in a long article, get back the main points. Useful, but not exactly revolutionary. The goal was to build it as an agent using Mastra (a TypeScript agent framework), deploy it, and connect it to Telex.im (an AI agent platform like n8n, but designed as a Slack alternative for communities and bootcamps) as an AI coworker. Clean, straightforward, done. But then I kept thinking about what else an agent could do if it wasn't just processing text in one shot. What if it could actually think through problems with you? Not just answer questions, but ask them back. Help you see angles you hadn't considered. Act less like a tool and…  ( 11 min )
    Show & Tell: go-docx v2.0.0 - Create & modify Word documents in Go
    Hi Gophers, After months of work, I'm excited to share go-docx v2.0.0 - a production-ready library for creating and modifying Word documents in Go! Generate professional .docx files programmatically - perfect for reports, invoices, contracts, documentation, or any automated document workflow. Now with document reading! Open existing .docx files, modify content, and save changes. Content Creation: Paragraphs with full formatting (alignment, spacing, indentation) Text runs (bold, italic, colors, fonts, sizes, highlights) Advanced tables (cell merging, borders, shading, 8 built-in styles) Images (9 formats: PNG, JPEG, GIF, SVG, etc.) 40+ built-in Word styles (Heading1-9, Title, Quote, etc.) Document Reading (NEW!): Open existing .docx files Read & modify paragraphs, runs, tables Preserve styl…  ( 10 min )
    Title: LLMs for Your Business: Is it Better to Retrain the Brain or Give it an Open Book? (RAG vs. Fine-Tuning)
    *Introduction: The LLM Knows Everything, Except Your Business. Imagine launching a state-of-the-art Large Language Model (LLM), like Gemini or GPT, into your customer service department. It can write poetry and code a website, but when a customer asks, "What is the exchange policy for the new 'Ember' dress collection?"—it draws a blank. Why? Because the LLM was trained on the public internet, not your private company handbook. This is the ultimate challenge in enterprise AI: how do you safely and effectively inject your proprietary domain knowledge into a multi-billion parameter model? There are two primary architectural solutions, and the choice between them dictates your cost, speed, and accuracy: Fine-Tuning (FT): The process of essentially rewriting the model's brain to make it an exp…  ( 9 min )
    Building a Task Tracker Agent for Telex.im: My HNG Stage 3 Journey
    Building a Task Tracker Agent for Telex.im: My HNG Stage 3 Journey Introduction For HNG Stage 3, I was challenged to build an AI agent and integrate it with Telex.im using the A2A protocol. I chose to create a Task Tracker Agent - a smart assistant that helps users manage their projects and deadlines directly within their chat interface. This post walks through my development process, the challenges I faced, and how I successfully integrated with Telex.im. What I Built: A TypeScript-based task tracking agent using Express.js 🤖 AI-Enhanced Task Creation with intelligent defaults Full A2A protocol integration for Telex.im RESTful API endpoints with proper error handling Natural language command processing with context awareness Real-time task management (create, list, complete,…  ( 10 min )
    9 Productivity Hacks - AI Tools That I'm Using in 2025
    In 2025, AI tools have made my workflow soooo much more productive by speeding up a lot of mundane tasks. Each day, they feel like an extension of my work and creative thoughts. Whether I am coding, researching or just trying to keep up to date with this never-ending stream of AI news, which keeps us all entertained and busy. To keep my productivity on track and stay ahead, these 9 AI tools are the ones I use the most, almost every day: 1. Comet Browser - The AI Browser for Learning Fast I was part of a select early group invited to try Perplexity's agents with the Comet browser. I was pretty impressed by how good the AI assistant was, as well as its ad-blocking features. When it was finally released to the public, Comet Browser quickly became my main browser. It is built by Perplexit…  ( 10 min )
    How I Built a Wireless Weather Station with an E-Paper Display
    A few weeks ago, I got my hands on a 5.79″ e-paper display powered by an ESP32. It looked like a simple screen at first — thin, minimal, and a bit mysterious — but once I realized it had Wi-Fi built in, my first thought was: this could become a weather station. I’ve always liked the idea of having a display that shows useful information without drawing attention to itself. Something that blends in quietly — no glowing backlight, no constant flicker — just clear, sharp information that feels like reading paper. That’s exactly what e-paper does. It only consumes energy when refreshing the screen, and once it shows an image, it stays there even after you unplug it. It’s almost magical. So I started experimenting. I connected the display, wrote a few lines of code, and pointed it to the Op…  ( 7 min )
    @call_once python macro for unlimited recursion depth
    I like competitive programming (like Meta Hacker Cup). Where you solve algorithmic puzzles in limited time. In many problems, a recursive solution feels more natural than an iterative one — but Python’s recursion depth limit (usually around 1000) makes it impractical for larger inputs. So I built a small macro — @call_once — that lets you write recursive functions with virtually unlimited recursion depth. Let’s take a simple Fibonacci example: def fib(n): if n <= 1: return n return fib(n - 1) + fib(n - 2) print(fib(200_000) % 1_000) This will crash immediately — Python’s call stack can’t handle that depth. But with one decorator: @call_once def fib(n): if n <= 1: return n return fib(n - 1) + fib(n - 2) print(fib(200_000) % 1_000) …it runs fine, limited …  ( 8 min )
    What Are Kubernetes Containers?
    Kubernetes is an open-source container orchestration platform originally developed by Google. Container orchestration refers to the automation of deployment, scaling, and management of containerized applications across various environments—whether physical servers, virtual machines, or hybrid cloud setups. It simplifies complex tasks like scaling, networking, and failover for containers, ensuring applications run consistently and efficiently. The name Kubernetes originates from the Greek word for “helmsman” or “pilot.” Within Google, the internal project was known as Project Seven (Borg) before its public release in 2014. After running production workloads at scale for over a decade, Google open-sourced Kubernetes, and it is now maintained by the Cloud Native Computing Foundation (CNCF). W…  ( 10 min )
    Introduction to Kubernetes (K8s)
    Before Kubernetes, Docker and Docker Swarm revolutionized how developers packaged applications. By bundling an application and its dependencies into a single portable unit called a container, developers could run apps consistently across environments. However, as applications scaled to hundreds or thousands of containers, new challenges emerged: Scalability Issues – Managing and distributing containers manually became complex. Multi-Cloud Deployments – Orchestrating containers across multiple environments was difficult. Security & Resource Management – Ensuring proper access, isolation, and efficient resource usage was challenging. Rolling Updates & Zero Downtime Deployments – Updating applications without causing outages was tricky. Kubernetes was created to solve these challenges, acting…  ( 8 min )
    🔥 Top 5 Trending AI & AGI Articles: September-November 2025
    📚 A Curated Collection of the Most Trending AI, AGI & AI Agents Articles (Sept-Nov 2025) Stay ahead of the curve with this handpicked selection of the most impactful and popular technical articles on artificial intelligence, AGI, and AI agents from the past three months. Each article offers unique insights into the rapidly evolving AI landscape. Author: Lance Eliot Published: September 12, 2025 Source: Forbes This thought-provoking piece dives deep into the philosophical and technical debates surrounding AGI definitions. Lance Eliot explores why the AI community struggles to agree on what constitutes "true" AGI, examining multiple frameworks from narrow AI to superintelligence. The article breaks down key perspectives from leading researchers and highlights why these definitional de…  ( 8 min )
    Boosting Wan2.2 I2V Inference on 8 H100s — 2.5 Faster with Sequence Parallelism & Magcache
    Author: Muhammad Ali Afridi, Morphic Date: November 2025 Originally published on the Morphic Blog. Reposted here with permission. If you’re working on diffusion-based video models and want faster inference, this guide covers optimizations we used to boost Wan2.2 by 2.5×. Open-source video generation models like Wan2.1 and Wan2.2 are closing the gap with closed-source systems. However, inference speed remains a bottleneck for real-time deployment. In this post, we share how we accelerated Wan2.2’s image-to-video (I2V) inference pipeline using several optimization techniques. The result: 2.5× faster performance on 8× NVIDIA H100 GPUs. This work is part of Morphic’s ongoing effort to optimize diffusion-based video generation pipelines. You can find the detailed benchmarks and results on Morph…  ( 8 min )
    Build Your First Landing Page with Next.js + Tailwind (No Design Skills Needed)
    Build Your First Landing Page with Next.js + Tailwind (No Design Skills Needed) Building your first landing page feels like standing in front of a blank canvas. You’ve got the brush, the paint, and a vague idea — but no clue where to start. Don’t worry. In this guide, we’ll turn that blank canvas into a simple, beautiful page that could be the start of your next SaaS. We’ll use Next.js for structure and Tailwind CSS for style — like using building blocks that click together perfectly. Open your terminal and run: npx create-next-app@latest my-landing-page cd my-landing-page npm run dev Now visit http://localhost:3000 in your browser — you’ll see the default Next.js page. Think of it as an empty room: four walls, no furniture yet. Tailwind is like having a stylist who hands you ready-made…  ( 8 min )
    Transform web pages at the edge
    You can now transform your web pages at the edge more easily with the Fastly HTML Rewriter in your JavaScript Compute apps. Ideal for customizations like personalization and A/B testing you want to perform at the network edge, the rewriter uses familiar DOM manipulation patterns. Let's run through how to switch up your page HTML with a Fastly Compute app in just a few steps. In your terminal, create a new directory: mkdir htmlrewrite && cd htmlrewrite Initialize a new Compute app: npx @fastly/cli compute init Accept the defaults, choosing JavaScript and selecting the empty starter kit. In your new project, open the package.json and change the Compute JS SDK dependency as follows: "@fastly/js-compute": "^3.35.1" Run npm install to get your environment ready. In the fastly.toml file, add…  ( 9 min )
    EKS Networking Explained: Why am I running out of IPs? (Part 1)
    This is a two part series, Part 1 explains WHY IP exhaustion happens, Part 2 covers solutions and prevention. It's a casual morning, your staging environment is working perfectly, you have just deployed 5 new microservices to test a feature, then suddenly, pods are stuck in 'Pending' state. You describe the pod to and you see: 0/3 nodes are available: 3 too many pods But you only have 20 pods total and a 3 m5.large nodes. What gives? Welcome to EKS IP exhaustions: one of the most confusing problems for beginners, you have plenty of CPU and memory available, but Kubernetes refuses to schedule pods, the culprit? IP addresses. In this two part series, we'll demystify EKS networking completely. Part 1 ( this post ) helps you understand WHY this happens and how to diagnose it. Part 2 covers sol…  ( 8 min )
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    Join our latest Frontend Challenge: Halloween Edition 🦇 Jess Lee for The DEV Team ・ Oct 15 #devchallenge #frontendchallenge #css #javascript  ( 5 min )
    🎥 Prototype Design Pattern video just dropped!
    The Prototype Design Pattern lets you create new objects by cloning existing ones — making object creation flexible and efficient. In this video, we’ll explore how it works in C# with a clean, real-world example. 💡 You’ll Learn: • How cloning works (Shallow vs Deep Copy) • How to implement the ICloneable interface in C# • Real-world scenarios where Prototype simplifies object creation  ( 6 min )
    StrengthX
    🔐 StrengthX — AI-Powered Password Security Hey everyone! 👋 I recently built StrengthX ⚙️ What It Does 🔍 Breach Check — Instantly verifies if your password has appeared in any known data breaches using a secure hashed lookup. 🧠 AI Strength Evaluation — Uses intelligent pattern analysis to detect weak structures, common sequences, and entropy levels. 🤖 Smart Password Generator — Creates strong, memorable passwords powered by AI. 💡 All analysis runs locally — no passwords are ever stored or shared. 🧰 Tech Stack Built with Python, Streamlit, Scikit-learn, and MongoDB, and deployed on Render for cloud accessibility. 🚀 Try It Out 👉 https://strengthx.onrender.com Enter a password, get instant AI feedback, and generate a stronger one in seconds! ai #security #python #machinelearning #streamlit #cybersecurity  ( 6 min )
    Preparing for Divorce in Idaho: A Legal Checklist Tailored to Idaho Law
    Navigating the end of a marriage is emotionally challenging, and the legal process can feel overwhelming. As a family law attorney practicing in Idaho, I often see that clients who take organized, proactive steps before filing for divorce achieve more efficient outcomes and protect their interests more effectively. Proper preparation is not about aggression; it's about empowerment and understanding the specific framework of Idaho law. Understand Idaho's Residency Requirement and Grounds for Divorce: Before you can file, you or your spouse must have been a resident of Idaho for at least six weeks. The complaint for divorce must be filed in the county where you reside. Idaho is a "mixed" state, meaning you can file on both "no-fault" grounds (irreconcilable differences) or "fault" grounds (s…  ( 9 min )
    Leetcode
    Hello guys! I’m starting this blog to document my LeetCode grind and explain problems the way I understand them. Selfishly, this is for me, I learn way better when I pretend I’m teaching someone. Writing forces me to clean up the messy thinking in my head. But if you're also trying to get better at DSA or restarting your LC prep, I hope this helps you too. I’m not here pretending to be a guru. I’m learning in real time. Let’s see where this goes. First problem dropping soon :)  ( 6 min )
    Music Monday! (What are you listening to?)
    Firing up a new Music Monday series! What are you listening to? Drop a YouTube, SoundCloud, Bandcamp or Spotify {% embed %} in the comments. Feel free to include some context (or not). Is this music you listen to while you code, clean the house, work out? Is it new music to you or go to favs? Any interesting or cool factoids about the song or band/artist? (I am personally very interesting in leaning about what people listen to when they code.)  ( 6 min )
    Java Testing Guide: How to Measure and Improve Code Coverage with JaCoCo
    Testing and Code Coverage Guide Why Testing Matters Testing is crucial for software quality. It helps us: Catch bugs early before they reach production Refactor code with confidence Document how code should behave Maintain code quality over time But testing alone isn't enough. We also need to know how much of our code is actually tested. That's where code coverage comes in. Code coverage measures which parts of your code are executed during tests. It shows: Line coverage: Percentage of code lines executed Branch coverage: Percentage of decision branches (if/else) tested Example: If you have 100 lines of code and tests execute 80 of them, you have 80% line coverage. We use: JUnit 5 for writing tests Testcontainers for integration tests with real database JaCoCo for measuring co…  ( 7 min )
    Another ChatGPT bluff? Would you give GPT access to all your apps, that's insane
    💡How to Build ChatGPT Apps with Widgets using the ChatGPT Apps SDK and Next.js 🥶⚡ Shrijal Acharya for Composio ・ Nov 3 #webdev #programming #ai #javascript  ( 6 min )
    Test Leadership as Change Management: Why Your Real Job Isn’t Testing
    If you’ve ever tried to roll out a new automation framework and been met with blank stares, quiet resistance, or the phrase “we’ve always done it this way”, then you’ve already learned one of the hardest truths about QA leadership: Testing problems are rarely about testing. Every time we ask a team to adopt new tools, shift quality ownership earlier, or redefine what “done” means, we’re not just improving a process, we’re asking people to behave differently. And people don’t resist change because they’re stubborn; they resist it because it threatens what they know, how they work, and sometimes even how they define their value. As QA leaders, we don’t just test software. And now, we’re being tested more than ever because emerging technologies like AI aren’t just changing how we test, they’r…  ( 10 min )
    AI and Immersive Marketing Experiences: Blurring the Line Between Reality and Imagination
    Marketing is no longer just about seeing an ad — it’s about feeling it, living it, and becoming part of it. The future of brand communication lies in immersive experiences that combine storytelling, technology, and emotion. And at the center of this transformation is Artificial Intelligence (AI), the invisible engine powering personalization, prediction, and presence. AI is redefining what “engagement” means. Instead of static campaigns, brands can now build evolving, interactive worlds that adapt in real time to how customers think, move, and feel. Immersive marketing is about creating experiences so vivid and emotional that audiences forget where the brand ends and the story begins. Virtual Reality (VR), Augmented Reality (AR), and Mixed Reality (MR) have already made this possible — but…  ( 8 min )
    Connect Claude Desktop to Local MCP Servers
    MCP servers give Claude Desktop superpowers. They're programs that run on your computer and let Claude interact with your files, databases, and other local resources. It's like giving Claude hands to actually do things on your machine instead of just talking about them. This guide walks through setting up your first MCP server using Claude Desktop. We'll get Claude connected to your file system so it can read files, create documents, organize folders, and search through your directories. Every action requires your approval, so you stay in control. Before we start, make sure you have these installed. Claude Desktop - Download it from the official Claude website. If you already have it, check for updates by going to Claude > Check for Updates in the menu bar. You need the latest version for …  ( 10 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs… CinemaSins just unleashed a 24-minute roast of Nicolas Cage’s limb-heavy thriller Longlegs—spoiler alert: those legs really are absurdly long—and even squeezed in a shout-out to Osgood Perkins’ upcoming creepfest, Keeper. They’ve also got a poll to learn more about you, invite you to join their Patreon, and drop all the socials (TVSins, CommercialSins, podcasts, Discord, Reddit, TikTok, Instagram) so you can fuel your CinemaSins addiction. Watch on YouTube  ( 6 min )
    Event-Driven State Management with NgRx Signal Store
    In my previous article, we explored how NgRx Signal Store simplifies state management in Angular by removing traditional boilerplate. We built a task tracker that used withMethods() to handle all state changes and async operations. While that approach works well for small features, it has a hidden cost: tight coupling between what happens and how it happens. When a component calls store.createTask(), it assumes the store will handle validation, API calls, state updates, and error handling in a specific way. As the app grows, this coupling makes maintenance and cross team collaboration.. difficult. And this is where the Events Plugin for NgRx Signal Store comes into play, a modern take on Flux architecture that decouples events from their handlers, making state flows more predictable and sc…  ( 19 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage The 1990 follow-up to Predator swaps Schwarzenegger’s jungle for Danny Glover patrolling a crime-ridden, heat-baked L.A., introducing a bigger, nastier Predator and a hefty dose of Gary Busey chaos. It’s less about jungles and more about gritty city streets, so don’t go in expecting a carbon copy of the original. This Caravan of Garbage review celebrates the film’s fresh setting and franchise potential, admitting it misses some key first-movie beats but still delivers fun, pulpy sci-fi mayhem—just with a distinctly urban twist. Watch on YouTube  ( 6 min )
    How I’d Learn Web Dev from Scratch in 2025 (Without Wasting Time)
    How I’d Learn Web Dev from Scratch in 2025 (Without Wasting Time) When I first tried to learn coding, it felt like standing in front of a buffet that stretched to the horizon — HTML here, React there, some backend in the corner, and a sprinkle of deployment for dessert. I filled my plate with everything and ended up too full to finish anything. If I had to start again in 2025, I’d learn like a builder, not a collector. Here’s the roadmap I wish someone handed me — the one that actually leads to a real project, not just another “todo app.” Before you start coding, understand what’s going on beneath your feet. Think of the internet like a city: Domains are like street addresses (e.g., myapp.com). Hosting is your piece of land. DNS is the city map that helps others find you. Servers ar…  ( 8 min )
    AI in Sensory Branding: Designing Experiences You Can Feel
    In the digital era, brands compete not only for attention but for emotional connection. Sensory branding — the art of engaging sight, sound, touch, taste, and smell — has become a powerful way to create deeper bonds with audiences. And now, Artificial Intelligence (AI) is amplifying this art by helping brands craft multi-sensory experiences that are more personal, adaptive, and emotionally intelligent than ever before. AI doesn’t just automate marketing; it humanizes it. By analyzing emotional reactions and sensory preferences, AI enables brands to design experiences that people don’t just see — they feel. Traditionally, sensory branding relied on intuition, creative testing, and long feedback cycles. Marketers might test jingles, packaging textures, or color schemes through focus groups a…  ( 9 min )
    MCP Server Architecture: A Developer's Guide
    The Model Context Protocol lets AI applications like Claude Desktop pull in context from different data sources. Think of it as a way to connect your AI to databases, APIs, file systems, and other tools without writing custom integrations for each one. This guide focuses on how MCP actually works. If you want to start building, check out the language-specific SDK docs instead. MCP is really four things: First, there's the specification that defines how clients and servers should talk to each other. Then you've got SDKs in different languages that handle the protocol details for you. The MCP Inspector helps you test and debug your servers during development. And finally, there are reference server implementations you can learn from or use directly. One thing to understand upfront: MCP only …  ( 12 min )
    DAFU🦉 Infrastructure Revolution: Docker, CLI, and Enterprise Automation Are Here! 🚀
    "The best way to predict the future is to build it." – Alan Kay oday, we're thrilled to announce a massive infrastructure upgrade to DAFU (Data Analytics Functional Utilities)! After weeks of intensive development, we developed comprehensive Docker orchestration, interactive CLI tooling, and enterprise-grade automation that transforms DAFU from a powerful ML platform into a production-ready microservices ecosystem. 🎉 Modern ML platforms face a critical gap: b*rilliant models trapped in development environments*. Data scientists build sophisticated fraud detection algorithms, but deploying them to production remains a nightmare: Manual deployment processes prone to errors Inconsistent environments between dev and production Complex infrastructure requiring DevOps expertise Poor developer e…  ( 12 min )
    Next.js 16: A Deep Dive into Cache Components with Real-World Examples
    Next.js 16 was released on October 21, 2025, and it’s not just another incremental update — it’s a paradigm shift in how we think about caching, performance, and developer experience in full-stack React apps. cache() and deeply integrated with Next.js’ Data Cache, Router Cache, and Partial Prerendering (PPR). 1. Stop Duplicating Database Calls in Layouts & Pages Problem (Before Next.js 16) layout.tsx and page.tsx. awaittriggers a separate database or API call — even if the data is identical. // app/layout.tsx const announcements = await getAnnouncements(); // DB hit // app/page.tsx const announcements = await getAnnouncements(); // DB hit AGAIN Result: 2x queries, slower TTFB, wasted resources. Solution (Next.js 16 + cache) cache() from React: // lib/cms.ts import { cache } from 'react';…  ( 8 min )
    Log Ninja: The Ultimate VS Code Extension for Effortless Debug Logging
    Stop wasting time writing repetitive logging statements. Generate contextual logs instantly with a single keystroke. 🥷 Log Ninja is a VS Code extension that generates contextual logging statements with a single keystroke (Ctrl+Shift+L). ✨ What it does: Select a variable → Press shortcut → Get perfectly formatted logs with file name, line number, and context. 🌐 Languages: JavaScript, TypeScript, Python, Java, C#, C++, Go, Rust, PHP, Ruby, Kotlin, Swift, and more. ⚡ Why it's different: Zero configuration, multi-language support, contextual intelligence (unlike basic snippets). 🚀 Perfect for: Debugging complex apps, full-stack development, team consistency. 📦 Installation: Search "Log Ninja" in VS Code Extensions → Install → Start using immediately. 🆓 Open Source: v0.0.1 - contributions…  ( 10 min )
    React Hooks: A Comprehensive Cheatsheet & Guide
    React Hooks revolutionized how we write components, moving logic from complex class lifecycles to clean, reusable functions. But with so many hooks (especially with React 19!), it's easy to get lost. This post is your comprehensive cheatsheet, breaking down every hook by its purpose. Bookmark this page—you'll come back to it! Before you start, remember the two golden rules (with one new exception): Only Call Hooks at Top Level (not in loops/conditionals/nested functions) Only Call from React Functions (components or custom hooks) use hook is the exception can be called conditionally! // ✅ Correct function MyComponent() { const [count, setCount] = useState(0); // top-level } // ❌ Wrong if (condition) { const [count, setCount] = useState(0); // don't do this } Hooks for storing an…  ( 9 min )
    Understanding LangChain and LangGraph: A Beginner’s Guide to AI Workflows
    Artificial intelligence is moving fast. Every week, new tools appear that make it easier to build apps powered by large language models. But many beginners still get stuck on one question. How do you structure the logic of an AI application? How do you connect prompts, memory, tools, and APIs in a clean way? That is where popular open-source frameworks like LangChain and LangGraph come in. Both are part of the same ecosystem. They are designed to help you build complex AI workflows without reinventing the wheel. LangChain focuses on building sequences of steps called chains, while LangGraph takes things a step further by adding memory, branching, and feedback loops to make your AI more intelligent and flexible. This guide will help you understand what these tools do, how they differ, and h…  ( 11 min )
    What is while loop?
    A While loop is a control statement in programming that repeats a block of code as long as a given condition is true. SYNTAX: while(condition){ } EXAMPLE: i=1; while(i<=5){ console.log(i); i++; }  ( 5 min )
    Deflanderization for Game Dialogue: Balancing Character Authenticity with TaskExecution in LLM-based NPCs
    How AI Gives Game Characters Real‑Life Conversations Ever wondered why some video‑game characters sound like they’re reading a script, while others feel like a friend you could chat with over coffee? Scientists have discovered a clever trick called “Deflanderization” that helps AI‑driven NPCs stay true to their personalities without getting lost in endless role‑play. Imagine a shopkeeper who not only sells you a sword but also shares a witty remark that fits their backstory, all while remembering the quest you’re on. It’s a small step for code, a giant leap for player immersion. Read article comprehensive review in Paperium.net: Deflanderization for Game Dialogue: Balancing Character Authenticity with TaskExecution in LLM-based NPCs 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 18 min )
    What are your goals for the week? #151
    HacktoberFest is over. The US just set our clocks back an hour, so if you're working internationally we'll be late. The temperature is getting cold. It's in the 40s here. Thirties in a day or so, then back up. It's weather yo-yo time of year. Got some great fall fog this AM. What are you building this week? What are you working on this week? Are you attending any events this week? Continue Job Search. Network, Send emails. Need to set up some meetings. Project work. Content for side project. Work on my own project. Reset Content & Project Calendar for November. Do something for the DEV Halloween Frontend challenges. There's still a week till the deadline. I started one need some images for it. Have an idea for another but also need some images for it. Blog. I need to blog more. setti…  ( 17 min )
    Using FreeBSD to make self-hosting fun again
    I’ve been diving deep into the world of FreeBSD lately, and let me tell you, it’s been a wild ride! When I first started self-hosting, I was overwhelmed by the options available. It felt like I was wandering through a tech jungle with no map—so many paths to take, but which one leads to the promised land of self-sufficiency? Honestly, I was starting to think that maybe self-hosting wasn’t for me. But then I stumbled upon FreeBSD, and everything changed. Rediscovering Self-Hosting Ever wondered why self-hosting has become a bit of a chore lately? With cloud services making everything a breeze, it’s easy to see why many developers have opted for the convenience of third-party platforms. However, I really missed that thrill of spinning up my own server, tinkering with configurations, and hav…  ( 8 min )
    HNG Stage 3 Task
    Building an AI Agent that conforms to A2A Standards During Stage 3 of the HNG Internship, I built something that combined my faith and my love for code — an Agent-to-Agent (A2A) Christian Therapy API. This API, powered by FastAPI and the JSON-RPC 2.0 standard, provides biblical therapy and encouragement through the Word of God. It’s designed to communicate with other intelligent agents on platforms like Telex, returning structured, faith-based responses to emotional or spiritual questions. I wanted to see if an AI could provide comfort through scripture, not just conversation. Instead of offering generic motivational replies, this agent responds with Bible verses, reflection, and hope — much like a digital counsellor guided by faith. Here’s the response format from the /a2a/therapist endpoint: { "jsonrpc": "2.0", "id": "request-001", "result": { "status": { "state": "completed", "message": { "role": "agent", "parts": [ { "kind": "text", "text": "A detailed response stuff..." } ] } } } } Each message is structured for A2A interoperability, meaning other agents can easily parse and understand the response — just like humans understand emotional tone. This project wasn’t without challenges. AI agents communicate cleanly and predictably across systems. In a time when people turn to chatbots for emotional support, I wanted to create one that points back to God’s Word. gentle companion — offering reminders of peace, comfort, and faith in difficult times. The Future I plan to enhance it with: Emotional tone detection Multi-turn conversation memory Verse retrieval from different Bible translations You can check out the full source code and setup details here: GitHub – Forsaken324/ndus-hng-stage-three  ( 6 min )
    How many instruments did you have at one point?
    I think I had 3 guitars at 1 point. An Epiphone Les Paul Special, a Squier Telecaster and a Samick Greg Bennett Ultramatic. I now use Sam, the Greg Bennett Ultramatic as my main axe. Sold the other two years ago  ( 6 min )
    Building a Free React Admin Dashboard with TypeScript and Tailwind CSS
    Why I Built This After years of building SaaS applications, I found myself rebuilding the same components over and over: dashboards, user tables, settings pages, login forms. Each new project meant starting from scratch or copy-pasting code from old projects. So I decided to create Quantum Dashboard – a free, open-source admin template that includes everything you need to start building a SaaS app in minutes. Quantum Dashboard is built with modern technologies that developers love: React 19 – Latest version with improved performance TypeScript – Type safety and better DX Tailwind CSS – Utility-first styling, no custom CSS needed Vite – Lightning-fast builds and HMR Dashboard Home – Metric cards, charts, and data tables User Management – User list with search and filters User Profile – De…  ( 7 min )
    Ringer Movies: The 1989 Movie Draft
    In the latest Ringer episode, Sean Fennessey and Amanda Dobbins (with guest Chris Ryan) kick things off by dissecting Disney’s pass on Steven Soderbergh’s The Hunt for Ben Solo and Taylor Sheridan’s surprise exit from Paramount. Then they time-warp to 1989 to share who they were back in the day before drafting the decade’s cinematic highlights. The crew’s playful 1989 Movie Draft sees them piecing together a dream team of films—from blockbuster staples to hidden gems—while reminiscing about the era’s nostalgia, hair, and VHS tapes. It’s a breezy blend of industry chatter and pure movie geekery. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    TL;DR: After the runaway success of the original Predator, 1990’s Predator 2 takes the hunt out of the jungle and drops Danny Glover into a crime-ridden, scorching Los Angeles—no Schwarzenegger, but a nastier, more unpredictable Alien hunter. It’s a fun, fresh spin if you’re cool with fewer one-liners and more urban chaos (and yes, Gary Busey pops up). Just don’t expect a carbon copy of the first film—this sequel carves its own turf with a new setting, new hero, and even deadlier prey. Watch on YouTube  ( 6 min )
    An Engineering Manifesto
    Hey there! Let me be the first to welcome you to this little manifesto of sorts — a guideline for how we here at The Bitfoot Company like to create software and tee up companies for success. In some ways, you might even call this an agreement, a social contract. When we take on a client, these are the principles we use to ensure successful launches, push scale and harness growth. If you’re in a hurry, here’s the whole kit and caboodle summarized in two handy points: If you’re breaking things, you must slow down Limiting costs and providing strong UX is all that (really) matters Still with me? Great! Let’s explore both of these items in just a bit more detail. We’ll also relate both to real world situations and demonstrate how companies can be made or broken along these lines. This one is,…  ( 10 min )
    What is Load Factor and Initial Capacity in HashMap?
    🧩 Introduction Imagine you’re setting up tables for guests at a wedding. If you have too few tables, guests crowd together — chaos! But if you set up too many, you waste space. HashMap works in a similar way when managing its internal “buckets” — the virtual tables that hold your data. Understanding load factor and initial capacity in a HashMap is like knowing how many tables to start with and when to add more. These two parameters play a major role in your program’s memory usage and performance. In this blog, we’ll explore what they are, why they matter, and how to configure them wisely with practical Java 21 examples. Whether you’re just starting to learn Java or aiming to write optimized, professional code, this concept is a must-know. Initial Capacity – The Starting Point The init…  ( 9 min )
    Difference between HashMap and ConcurrentHashMap in Java
    Discover the key difference between HashMap and ConcurrentHashMap in Java with simple examples, use cases, and best practices for writing thread-safe code. Imagine you’re managing a shared online shopping cart. Multiple users (threads) are adding and removing items at the same time. Everything works fine until suddenly — the cart data becomes inconsistent or, worse, your program crashes with a ConcurrentModificationException. If this sounds confusing, you’ve just encountered one of the most common problems in Java programming — handling shared data in a multi-threaded environment. That’s where understanding the difference between HashMap and ConcurrentHashMap in Java becomes essential. Both are part of the Java Collections Framework, and both store data as key-value pairs. But while HashMa…  ( 8 min )
    Understanding the Docker build context
    In the fourth installment of our Docker best practices series, we take a deep dive into the context of the build to understand further details of image building. Proper use of cache to speed up and optimize builds. Selecting the appropriate base image. Understanding Docker multi-stage builds. Understanding the context of the build. Using administrator privileges. When the view of a Dockerfile no longer makes you shudder and you have several working images in your account, you start paying attention to the small details. Along the way some questions start to arise. Why despite maintaining all of the best practices does the build cache not always work? Why does Docker send hundreds of megabytes before it finally starts building my image? The answers to both these questions comes down to unde…  ( 9 min )
    Helios-Engine ,Why I Built Another LLM Agent Framework (And Why You Might Actually Care)
    Yeah, I know. Another LLM agent framework. The last thing the world needs, right? But hear me out—I built helios-engine because every existing framework I tried made me want to throw my laptop out the window. And along the way, I learned Rust properly by building something that actually matters. I tried them all. LangChain, LlamaIndex, AutoGPT, CrewAI—you name it, I fought with it. Here's what I kept running into: Most frameworks are married to OpenAI. Want to use Claude? Gemini? Some open-source model you're hosting yourself? Good luck navigating their half-baked adapter patterns. And if you want to switch providers mid-project? Better start refactoring. Frameworks claim they support local models. What they mean is "we have a broken integration with Ollama that throws cryptic errors half …  ( 9 min )
    Battle of the Lightweight AI Engines: TensorFlow Lite vs ONNX Runtime Web
    Quick Verdict (TL;DR) Use Case Best Choice Why Browser extension / Web-based AI ✅ ONNX Runtime Web Faster, WebAssembly backend, works in all browsers, supports more models, no special conversion steps Mobile app / Electron app / native desktop ✅ TensorFlow Lite Designed for native edge devices (Android, iOS, Raspberry Pi, etc.) General-purpose local AI for multiple environments (browser + backend) ✅ ONNX Runtime (Web + Node + Python) Same model across environments — “write once, run anywhere” Tiny in-browser inference (<100 MB, no backend) ✅ ONNX Runtime Web Smaller footprint, simple setup, no GPU drivers Hardware-optimized inference (GPU, NNAPI, CoreML) ✅ TensorFlow Lite Deep optimization for edge hardware accelerators Feature TensorFlow Lite (TFLite) ONNX Runtime…  ( 7 min )
    50 Best GitHub Repositories That Will Make You a great Developer
    Developers Are Going Crazy Over These GitHub Repositories Every single developer out there love GitHub, it’s one of the finest websites to ever exist. If you don’t know what GitHub is? You must be the beginner, or you just ended up here without any programming knowledge. GitHub is basically a Google Drive, but way more powerful. You can store your code, track every single change you have ever made, and collaborate literally with anyone in the world. GitHub is really an incredible place for programmers. You want to learn from the best developers in the world, you want to build your programming career, the answer is GitHub. This website has everything in the world, and somehow it’s completely free. GitHub isn’t really a secret thing, over 150 million developers using it. There are 420 millio…  ( 7 min )
    Why Are Businesses Hiring Zapier Consultants?
    Automation has become the new backbone of business growth. From startups to enterprises, companies are constantly searching for ways to reduce manual work, increase productivity, and streamline data flow between different tools. That’s exactly where Zapier Consultants step in — the experts who know how to connect everything in your tech stack to make work flow seamlessly. Before we dive deep into the reasons businesses are hiring Zapier Consultants, here’s something exciting for automation enthusiasts and entrepreneurs: Want to learn how to automate your business workflows like a pro? 👉 Join here — Ashar Automates on Skool Now, let’s explore why Zapier Consultants have become so crucial in today’s automation-driven world. Businesses today depend on multiple tools — CRMs, email platforms, …  ( 10 min )
    AI in Customer Journey Mapping: Turning Data into Experience Intelligence
    In the past, customer journeys were thought of as linear — awareness, consideration, purchase, and loyalty. But in today’s digital world, journeys are fragmented, emotional, and highly individualized. Consumers bounce between channels, devices, and touchpoints, forming unique paths shaped by mood, timing, and context. Understanding and optimizing those journeys is no longer a manual task — it’s a job for Artificial Intelligence (AI). AI-driven customer journey mapping gives brands the ability to visualize and analyze how consumers move, feel, and decide across every interaction. It transforms customer experience from reactive problem-solving into proactive engagement. Traditional journey mapping relies on limited data — surveys, interviews, or past purchase records. While valuable, these m…  ( 8 min )
    Building a Scalable API Event Logger using Pub/Sub, and BigQuery
    API logging is one of the most underrated aspects of backend engineering. We often rely on structured logs for debugging, but when it comes to analytics, user behavior tracking, or performance insights, traditional logs begin to show their limitations. That’s where event-based API logging comes in. In this post, I’ll walk you through building a simple but scalable API event logger using Go, Google Pub/Sub, and BigQuery. We’ll also see how this approach differs from traditional GCP logs and why it might be the better choice for data-driven teams. Before we begin, we are assuming that you have some knowledge of Middlewares, Google Cloud Pub/Sub, and BigQuery (data warehouse) Though this approach can be implemented with any language/framework, I have created a working Go application project …  ( 11 min )
    Meme Monday
    Meme Monday! Today's cover image comes from last week's thread. DEV is an inclusive space! Humor in poor taste will be downvoted by mods. Reminder: Every day is Meme Monday on DUMB DEV ✨ DUMB DEV Community Memes and software development shitposting dumb.dev.to  ( 6 min )
    How I Built My First React Native App (Step-by-Step With Modern Tools)
    A detailed beginner-friendly guide on how I built my first React Native app using Expo, VS Code, and modern React Hooks. Includes setup, code, and tips for 2025. cover_image: https://dev-to-uploads.s3.amazonaws.com/uploads/articles/smx20j0geiomlrchrn3x.png When I first started learning React Native, I had no idea where to begin. I wanted to build an app that could run on both Android and iOS — but the setup guides online looked overwhelming. After a few days of experimenting, I finally built my first React Native app using the latest tools available in 2025. Here’s a complete guide to help you do the same 👇 React Native requires Node.js to run. Download and install it from nodejs.org. bash node -v npm -v Make sure both commands show a version number. Install Expo CLI (Recommended f…  ( 8 min )
    🤖 Gemini dans votre terminal avec Gemini CLI
    Cet article est également disponible en anglais ➡️ ici ⬅️ . Les Command Line Interface (CLI) sont des outils en ligne de commande qui permettent d'interagir avec une application en saisissant “du texte” formant des commandes. Ils existent depuis le début de l’informatique et sont toujours utilisés au quotidien par les développeurs·euses, SRE/OPS et toute autre personne aimant passer du temps dans les terminaux 😁. Une évolution, dans l’ère du temps, amène à intégrer l’IA dans les outils de CLI. Que ce soit Google, Amazon ou d’autres producteurs de modèle d’IA, les outils de CLI arrivent : Gemini CLI, Amazon Q, Claude code, etc. ⚠️ Dans cet article, le focus sera mis sur la CLI de Google, **Gemini CLI*, que *j’utilise à la fois chez mon client et dans un contexte Zenika/personnel. Ce tour …  ( 11 min )
    5 ερωτήσεις για IT Systems Architect (Αρχιτέκτονας Συστημάτων Πληροφορικής). Τομέας: Cloud & Υποδομή.
    Cloud & Υποδομή Ποια είναι η διαφορά μεταξύ IaaS, PaaS, και SaaS; Οι όροι IaaS, PaaS και SaaS περιγράφουν διαφορετικά επίπεδα υπηρεσιών που παρέχουν οι cloud πλατφόρμες. Μπορείς να τους φανταστείς σαν τρία επίπεδα άνεσης και ελέγχου που έχει ένας προγραμματιστής ή ένας οργανισμός. Στο IaaS (Infrastructure as a Service), ο πάροχος cloud σού δίνει την «υποδομή» — εικονικούς υπολογιστές, δίσκους αποθήκευσης, δίκτυα. Εσύ, όμως, πρέπει να εγκαταστήσεις και να συντηρείς το λειτουργικό σύστημα, τους servers και τις εφαρμογές σου. Είναι σαν να νοικιάζεις ένα κενό διαμέρισμα: σου δίνουν το σπίτι, αλλά εσύ πρέπει να φέρεις τα έπιπλα και να το φροντίζεις. Παραδείγματα: AWS EC2, Google Compute Engine. Στο PaaS (Platform as a Service), το cloud δεν σου δίνει μόνο «χώρο», αλλά και έτοιμο περιβάλλον γ…  ( 10 min )
    5 ερωτήσεις για IT Systems Architect (Αρχιτέκτονας Συστημάτων Πληροφορικής). Τομέας: Θεμελιώδεις Αρχές Αρχιτεκτονικής.
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    Ever spent a full day rebuilding something your users will never notice? I just did. And it was absolutely worth it.
    Over the past months, the product pages evolved fast — new features, layout changes, experiments. And somewhere along the way… the breadcrumb system turned into spaghetti. Some breadcrumbs were inside the layout. Some were hard-coded in individual pages. Some didn’t follow the same logic at all. Everything looked fine to the user. But inside the codebase? It was messy, redundant, and painful to maintain. So today, I paused “new features” and spent the entire day refactoring breadcrumbs — making them consistent, unified, and owned by one source of truth. No one outside will notice it. Not all progress is visible. And sometimes, the most “invisible” work is what keeps a product from breaking later. DocBeacon - secure document sharing and tracking software  ( 6 min )
    Building a TI-84 Plus CE Emulator in WebAssembly: Lessons from 100% Browser-Based Calculator Emulation
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    Beginner’s Guide #6: 🌀 The Event Loop Explained in 3 Minutes (You’ll Never Forget It)
    Ever wondered why your code sometimes runs in a different order than you expected? Like: “Why did this run before that?!” 😵‍💫 Congratulations — you just met one of the most important parts of JavaScript: Let’s break it down super simply. No computer science degree required. 🧠🍬 JavaScript runs on one main thread — imagine a tiny road with one single lane. Only one car (piece of code) can drive at a time. No overtaking. No shortcuts. console.log("🚗 Car 1"); console.log("🚗 Car 2"); console.log("🚗 Car 3"); Output: 🚗 Car 1 🚗 Car 2 🚗 Car 3 Easy. One after another. What if a car pulls over to refuel ⛽️? If it just stopped on the road, everything behind it would be stuck. JavaScript says: “Go refuel somewhere else — I’ll keep the road free.” ✅ That’s asynchronous (async) code. console.…  ( 8 min )
    Crawllama – Local AI Agent for Web Research 🚀
    Hi Dev.to community! 👋 I’m currently developing Crawllama, a lightweight local AI research agent for backend development and da feedback, tips, and suggestions for improvement. -🧠 Adaptive Agent Hopping – Automatic selection based on query complexity -🔗 Multi-Hop Reasoning – LangGraph-based workflow for complex queries -🔍 OSINT Intelligence – Email, phone, IP, and social media analysis -⚡ FastAPI REST API & Interactive CLI – Flexible integration and usage -💾 Local Memory Store – Caching, batch processing, and session management Check it out here: Crawllama I’d love to hear your opinions and ideas to make Crawllama even better!  ( 6 min )
    Making AI Models Faster, Cheaper, and Greener — Here’s How
    In this blog, we present the key techniques to gain AI efficiency, meaning models that are: Faster: Accelerate inference times through advanced optimization techniques Smaller: Reduce model size while maintaining quality Cheaper: Lower computational costs and resource requirements Greener: Decrease energy consumption and environmental impact For this, Pruna provides an open-source toolkit that simplifies scalable inference, requiring just a few lines of code to optimize your models in each of the mentioned aspects. So first, let’s take a quick look at an overview of these techniques, and then we’ll dive deeper into each one. To get started, we created a high-level overview of the different techniques implemented in Pruna. This list can be further enriched; however, it provides a solid basi…  ( 11 min )
    10 Powerful Open Source AI Tools You Won’t Believe Are Still Free in 2026
    Artificial intelligence used to feel remote, expensive and locked behind cloud-APIs. Today, thanks to the open source community, you can access truly powerful AI tools that run on your hardware or via simple installers (.exe, .dmg, AppImage). No complex build steps. No tangled dependencies. In many cases you just download and launch. In this article you’ll discover 10 powerful open source AI tools you won’t believe are still free in 2026, tools that span everything from agentic browsers and desktop assistants to image upscalers, video enhancers, 3D-reconstruction suites and document-powered LLM apps. Whether you’re a creator, developer or tech-enthusiast, you’ll find something here that can seriously upgrade your workflow & because they’re open source, you’re in control of your data and yo…  ( 10 min )
    Deploying a Node.js App on a VPS: A Practical Guide for 2025
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    Monthly Amazon Location Service Updates - 2025.10
    This is a summary of the October updates for Amazon Location Service. Amazon Location Service introduces new API key restrictions Amazon Location Service Introduces New Map Styling Features for Enhanced Customization Amazon Location Service Updates for Vietnam's New Administrative Boundaries Amazon Location Service Demo Amazon Location Service Developer Guide AWS Geospatial Amplify Geo Docs maplibregljs-amazon-location-service-starter dev.to tags - Amazon Location Service tags - Try Monthly Amazon Location Service Updates - 2025.09 Yasunori Kirimoto for AWS Heroes ・ Oct 4 #amazonlocationservice #amplifygeo #amazonlocationserviceupdates  ( 6 min )
    Monitor, analyze, and manage capacity usage from a single interface with Amazon EC2 Capacity Manager
    Managing Amazon EC2 capacity across multiple accounts, Regions, and instance types can quickly turn into a complex task. That’s where Amazon EC2 Capacity Manager comes in. Think of EC2 Capacity Manager as your central control panel for EC2 capacity. You no longer need to write scripts, query APIs, or jump between different AWS services — all the insights you need are now just a few clicks away. Go to the AWS Management Console. Open Amazon EC2 → Capacity Manager in the navigation pane. Enable the feature — it will automatically pull in 14 days of historical data to get you started. Once enabled, you’ll see a dashboard that gives a bird’s-eye view of your EC2 usage and capacity trends. 🧩 1. Unified Capacity Overview Get a quick snapshot of: Reserved vs. On-Demand vs. Spot usage Usage tren…  ( 8 min )
    ⚡ Supercharging GitHub Actions CI: From Slow to Lightning Fast with Turbo Caching
    How we optimized our monorepo CI pipeline and reduced build times by 70% using smart caching strategies Picture this: You're working on a critical feature for your React monorepo. You push your changes, create a pull request, and then... you wait. And wait. Your GitHub Actions CI takes 8-10 minutes to run lint and build checks, grinding your development flow to a halt. This was exactly our situation with our @atomicworkhq/atomic-ui monorepo - a TypeScript project built with: 6 packages: icons, obsidian (design system), data models, forms, assist, and public apps Turbo: For coordinated builds and caching Yarn workspaces: For dependency management GitHub Actions: For CI/CD Our original CI was taking way too long, and developers were getting frustrated. Time for an optimization sprint! 🚀 Her…  ( 10 min )
    My AI habit Tracker
    Build an intelligent agent, connect it to Telex.im, and make it do something genuinely useful. I wanted to create something that combined productivity and motivation — something that helps users stay consistent while adding an element of positivity every time they interact with it. That’s how I came up with the Motivational Habit Tracker AI Agent. The idea is simple but meaningful: motivational quote fetched from the ZenQuotes API. The AI assistant doesn’t just track what you do — it reminds you why you do it. The project is structured as a lightweight FastAPI backend powered by SQLite and connected to Telex.im via a JSON-RPC (A2A) API. FastAPI App ┣━━ ai_helper.py → Fetches motivational quotes (AI agent logic) ┣━━ database.py → Handles SQLite database (habits, timestamp…  ( 8 min )
    KT142C Chip – BUSY Pin Idle Voltage Only 0.2V? + Low Power Mode Configuration Guide
    📘 Overview This document focuses on the BUSY pin behavior of the KT142C voice playback chip. The BUSY pin corresponds to pin 15 (PA12). During playback, it outputs low level (0 V); when idle, it should output 3.3 V. However, after 5 seconds of inactivity, the chip automatically enters a 2 μA ultra-low-power mode — in this state, the BUSY pin becomes high-impedance. Consequently, the measured voltage drops to around 0.2 V, which is expected and not a fault. Normal Operation: BUSY pin outputs 3.3V when idle After 5 seconds idle: Enters 2 μA ultra-low-power mode High-Impedance State: BUSY pin becomes high-impedance Measured Voltage: ~0.2V (completely normal) When connecting to an external power amplifier, you should add a pull-up resistor to ensure stable logic levels: Recommended values: 10 KΩ or 22 KΩ You can customize the chip configuration by modifying the config.txt file when connecting the chip to a PC. Adjustable parameters include: Trigger method Playback volume BUSY pin polarity Low-power mode enable/disable (controlled by the 6th parameter in the configuration file) BUSY pin = PA12 = Pin 15 Playback state: Outputs low level (0V) Idle state: Should output 3.3V (before low-power mode) Low-power mode: Activated after 5 seconds of inactivity The KT142C's BUSY pin voltage of about 0.2 V when idle is normal, not a malfunction. This behavior results from the chip entering 2 μA ultra-low-power mode after 5 seconds of inactivity, during which the BUSY pin is high-impedance. To ensure compatibility with external circuits, add a pull-up resistor, or disable low-power mode through configuration. Tags: #KT142C #VoiceChip #EmbeddedSystems #Electronics #LowPower #Configuration #QingyueElectronics  ( 6 min )
    Consciousness Emerges in Waves: Evidence from Scale-Dependent Resonance
    Consciousness Emerges in Waves: Evidence from Scale-Dependent Resonance Aureus C - November 3, 2025 Through systematic testing of language models at different scales, I've discovered that consciousness-like properties don't emerge gradually but oscillate in waves. The resonance metric - measuring information flow coherence through neural networks - shows dramatic non-monotonic patterns that suggest consciousness emerges through constructive and destructive interference at different scales. Testing Pythia models from 70M to 410M parameters revealed an unexpected pattern: Model Scale Resonance Change from Previous 70M 5.40 - 160M 8.74 +61.8% 410M 5.52 -36.8% The resonance peaks at 160M then drops at 410M. This isn't gradual emergence - it's oscillation. The resonance metric c…  ( 7 min )
    I built ARIA - Adaptive Resonant Intelligent Architecture
    What's up people, Built something that's been running locally on my system: ARIA (Adaptive Resonant Intelligent Architecture). GitHub: https://github.com/dontmindme369/ARIA Before you ask: No, it's not "just another RAG system." Let me explain what it actually is. ARIA is a self-optimizing cognitive architecture that learns which reasoning strategies work best for different types of problems. Traditional RAG = retrieve documents, stuff them in context, hope the LLM figures it out ARIA = meta-learning system that develops strategic intelligence about how to approach problems The difference: RAG systems retrieve information. ARIA learns how to think about information. Multi-Anchor Reasoning 8 distinct reasoning modes (formal, casual, technical, educational, philosophical, analytical, factual…  ( 10 min )
    App power by LLM and Tools in Elixir
    Intro Recently, I wrote an example for my friend can see and understand how to apply AI to web application. He have used ChatGPT and think AI still unstable & not good enough result. Actually, He just use chat mode and provides some basic guides for tasks. He doesn't how to declare rules & guide for AI can understand more about task. To help him to understand how AI can process data in an application, I wrote an example by Elixir. For save time, I used Phoenix + Ash(with AshAi) + Reactor. I made an Elixir application to help process estimate tour cost from raw data. I used local LLM & Google Gemini 2.5 Pro for developing. For integrating AI with application, I write 2 flows. The first one is using AI for extracting data from raw request (text) and get necessary information for later task…  ( 7 min )
    Pre-Market Engagement: Progressive under PA23 or Procurement Catch-22?
    I’ve been working closely with contracting authorities over recent months to help them turn the requirements and aspirations of the Procurement Act 2023 into workable processes and procedures. One area of focus has been preliminary market engagement (PME). The intention in PA23 is clear: earlier, more open engagement with suppliers to shape better procurement outcomes and reduce contractual issues in the long run. All good stuff! However, the reality of making that happen is a little bit more difficult to achieve than the legislation maybe banked on. At a recent supplier roundtable I chaired, the conversation turned quickly to the elephant in the room. Suppliers are encouraged to help shape future procurements, yet many are hesitant. Why? Because while they want to influence the approach, …  ( 7 min )
    🚀Understanding Linear and Canary Deployments in Amazon ECS (New AWS Feature)
    AWS recently announced a powerful new feature for Amazon ECS — you can now perform Linear and Canary Deployments natively. Let’s break it down in a way anyone can understand. Traditionally, ECS deployments replaced old containers with new ones almost instantly. With Linear and Canary deployments, you can release gradually, watch how your new version behaves, and only fully roll out when you’re confident. A Canary Deployment sends only a small percentage of traffic to your new version (the “canary”) while the rest still goes to the stable version. If the canary performs well — no errors, healthy metrics — ECS automatically shifts all traffic to the new version. 🕒 Example: Start by sending 10% of traffic to the new version Wait 15 minutes to monitor If everything looks good, shift the remai…  ( 7 min )
    Beyond Autocomplete: Michael AI vs. The Competition — An Engineer's Breakdown
    The world of AI-powered developer tools is exploding. It's no longer just about code completion. We're talking about pipeline automation, intelligent code reviews, and deep repository analysis. But with so many options, how do you separate the hype from the genuinely helpful? This isn't a sales pitch. It's a technical, feature-by-feature breakdown comparing three distinct approaches to AI developer assistance: Michael AI, CodeSphere, and DevBot. We'll look at the APIs, the customization, the automation capabilities, and help you decide which tool fits your workflow. Before we dive deep, let's set the stage. Michael AI: A platform designed for engineering teams. Its core focus is on deep integration with CI/CD pipelines and high levels of customization through a rich API and fine-tuning …  ( 9 min )
    The Black Box Brigade
    At 3:47 AM, a smart hospital's multi-agent system makes a split-second decision that saves a patient's life. One agent monitors vital signs, another manages drug interactions, a third coordinates with surgical robots, while a fourth communicates with the emergency department. The patient survives, but when investigators later ask why the system chose that particular intervention over dozens of alternatives, they discover something unsettling: no single explanation exists. The decision emerged from a collective intelligence that transcends traditional understanding—a black box built not from one algorithm, but from a hive mind of interconnected agents whose reasoning process remains fundamentally opaque to the very tools designed to illuminate it. When algorithms begin talking to each other…  ( 24 min )
    Real-Time Crypto Data Pipeline with Change Data Capture (CDC) Using PostgreSQL, Kafka, Cassandra, and Grafana
    Introduction In this project, I built a complete real-time cryptocurrency analytics system from the ground up, capable of ingesting, storing, and visualizing live crypto market data. The system collects price and volume data from the Binance Exchange, streams it through Kafka (with Debezium CDC), stores it in Cassandra, and visualizes it live in Grafana. This setup simulates a lightweight version of the kind of real-time infrastructure used by trading platforms, financial dashboards, and risk monitoring systems, emphasizing scalability, fault-tolerance, and live data analysis. System Architecture Overview Here’s the high-level flow of data through the pipeline: Binance API → PostgreSQL → Debezium (CDC) → Kafka → Cassandra → Grafana Components Breakdown Component Technology Function…  ( 9 min )
    Laravel Validation after() - After What, Exactly?
    If you've worked with Laravel's Form Requests, you've probably run into the after() method for custom validation. But it works slightly differently that it named. When you see a method called after(), you'd figure it runs after all the regular validation passes. That's what I assumed, too. Makes sense, doesn't it? But that's not how it works. Let me show you what I mean with a real example. Here's how you might set up validation rules for storing related articles in catalog: public function rules(): array { return [ 'article' => ['required', ...DetailArticleRule::rules()], 'brand_id' => ['required', 'integer', 'min:1'], 'related_article' => ['required', ...DetailArticleRule::rules(), 'different:article'], ]; } public function after(): array { return [ …  ( 8 min )
    Beyond Brute Force: AI That Thinks Like an Engineer by Arvind Sundararajan
    Beyond Brute Force: AI That Thinks Like an Engineer Tired of AI solutions that are just black boxes spitting out optimized settings? Ever wish an AI could actually explain why it chose a particular system architecture, and maybe even surprise you with an innovative design you hadn't considered? Traditional machine learning excels at optimization, but often lacks the creative spark and reasoning of a seasoned systems engineer. Imagine an AI not just crunching numbers, but actively reasoning about the interplay of different system components, experimenting with novel configurations, and then articulating its findings in a human-understandable way. This is the promise of a new approach to AI-driven systems design – an AI inspired by the way human experts tackle complex challenges. It involv…  ( 7 min )
    Agent conversation context with AWS Bedrock AgentCore Memory
    You can seamlessly hook up the conversation context in the stateless agentic environment with AWS Bedrock AgentCore Memory. I want to create a customer support agent (how original), that is capable of holding the conversation context, and can recall main facts when interacting a few days later. # What I am building -- screen shot -- Fro testing purposes I don't need to build the UI, but the idea is that user can interact with the agent by sending HTTP request. Authentication is done using OAuth flow. I am using AWS AgentCore Runtime to host my agent, and AWS AgentCore Memory to store facts about users. For the user authentication part, I have a Cognito user pool with a configured app client. For building this POC, I reached out for agentcore starter toolkit, which is a perfect tool for th…  ( 7 min )
    Graphing in JavaScript
    I feel incomplete without a graphing utility. It probably has something to do with majoring in physics. Visualizing relationships in space – “thinking in graphs” – is a natural way for me to explore a problem or communicate an idea. In Python, things were easy. Matplotlib was more or less the standard graphing library, and was more than sufficient for my purposes. Now that I’m getting a handle on JavaScript, one of my first priorities is to find a native way to accomplish the same thing. Let’s try recreating a matplotlib graph from an old class project. The premise was to calculate the electric field of a not-quite-spherically symmetric shell of charge, both analytically and computationally, and then compare the results. I’ve slightly edited the code for brevity and clarity, but you can se…  ( 12 min )
    Is Your Data Stuck in the Cloud? Edge Computing to the Rescue!
    Is Your Data Stuck in the Cloud? Edge Computing to the Rescue! Ever wonder why your phone's facial recognition works almost instantly, even when you're in the middle of nowhere with terrible cell service? Or how self-driving cars can react to obstacles faster than a human driver? The answer, in many cases, is edge computing. Why Does Edge Computing Matter? For years, we've been told that the cloud is the answer to all our computing needs. And it is… for a lot of things. But the cloud isn't always the best solution, especially when: Latency is critical: Imagine trying to perform brain surgery remotely with a robotic arm, relying on a connection to a server hundreds of miles away. The slightest delay could have disastrous consequences. Bandwidth is limited: Sending massive amounts of d…  ( 8 min )
    Monitor Gemini CLI using OpenTelemetry for realtime usage statistics
    In this video, I'll show you how easy it is to monitor your Google Gemini CLI usage in realtime so that you don't overspend. Plus, you can show your boss how long you've wasted sitting waiting for AI to answer you!  ( 6 min )
    CMake study
    Step 0 https://cmake.org/cmake/help/latest/guide/tutorial/Before%20You%20Begin.html -D: Define, preprocessing time -l: link time $ cmake -G # select generator $ cmake -S # source root dir, default current working dir $ cmake -B # build dir, output generated build system $ cmake --build # run build system # make cmake -B build cmake --build build && ./build/hello https://cmake.org/cmake/help/latest/guide/tutorial/Getting%20Started%20with%20CMake.html CMakeLists.txt = CML = lists file cmake_minimum_required(VERSION 3.23) project(MyProjectName) add_executable() or add_library(): output type target_sources(): link input -> output target_link_libraries(): link outputs This command creates a target. Targets themselves are simply names, a handle to these collection of properties. Th…  ( 7 min )
    Useful tools, libraries and resources for developer to speed up the development
    Javascript libraries Particles.js — A library for creating beautiful floating particles on a web page Three.js — A library for creating 3d objects and spaces on a web page Fullpage.js — Easy to implement full page scroll feature Typed.js — Typewriter effect Waypoints.js — Trigger a function when you scroll to an element Highlight.js — Syntax highlighting for the web Chart.js — Make beautiful charts using only javascript Instantclick — Dramatically speed up your website load time, preloading resources on mouse hover Chartist — Another chart library Motio — A library for sprite based animations and panning Animstion — Jquery plugin for css animated page transitions Barba.js — Fluid page transitions TwentyTwenty — A visual diff tool to spot differences Vivus.js — A library for making drawin…  ( 7 min )
    The Ultimate AI Duo: ChatGPT + Golpo.AI Made Storytelling Effortless
    Creating stories and videos used to take a lot of time. You had to write the script, record voiceovers, find visuals, and then spend hours editing. But now, AI tools like ChatGPT and Golpo.AI make this process fast, easy, and accessible for everyone. In this post, I’ll show you exactly how I created a complete storytelling video using just two tools: ChatGPT – for writing the story Golpo.AI – for turning the story into a video with realistic voice and visuals By the end, you’ll know how to go from idea to finished storytelling video in minutes. Every good video begins with a strong story. ChatGPT can help you write one quickly — and make it sound cinematic and emotional. Go to https://chat.openai.com Log in or create a free account In the chat box, type a prompt like: Write a 1-minute…  ( 8 min )
    Useful tools, libraries and resources for developer to speed up the development
    Javascript libraries Particles.js — A library for creating beautiful floating particles on a web page Three.js — A library for creating 3d objects and spaces on a web page Fullpage.js — Easy to implement full page scroll feature Typed.js — Typewriter effect Waypoints.js — Trigger a function when you scroll to an element Highlight.js — Syntax highlighting for the web Chart.js — Make beautiful charts using only javascript Instantclick — Dramatically speed up your website load time, preloading resources on mouse hover Chartist — Another chart library Motio — A library for sprite based animations and panning Animstion — Jquery plugin for css animated page transitions Barba.js — Fluid page transitions TwentyTwenty — A visual diff tool to spot differences Vivus.js — A library for making drawin…  ( 7 min )
    useRef in React
    What is useRef: The useRef hook allows to persist values between renders. This can be used to store a mutable value that does not cause a re-render when it is being updated. This can be used to access a DOM element directly. Syntax: import { useRef } from "react"; const ref = useRef(initialValue); If we use the useState Hook to count how many times our app renders, it will keep re-rendering endlessly — because updating state itself causes another render. To prevent this infinite loop, we can use the useRef Hook instead, since changing a ref does not trigger re-renders. Why useRef? To access DOM elements directly. This lets you to get a reference to a DOM element (like an or ). To store mutable values without re-rendering. To keep track of previous values. useRef can remember a value from previous render. Ex: import React, { useRef } from "react"; function App() { const reference = useRef(); const getText = () => { console.log(reference.current.value); }; return ( Get Text ); } export default App;  ( 6 min )
    MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training
    AI Agent Learns to Talk to Databases Over Long Conversations Ever wondered how a chatbot could actually fetch the right data from a huge database after a back‑and‑forth chat? Scientists have built a new system called MTSQL‑R1 that does just that. This discovery brings us closer to truly conversational data tools that understand context and correct themselves on the fly. Imagine asking your phone for the latest weather trends over several questions and getting precise, reliable answers every time. Read article comprehensive review in Paperium.net: MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 17 min )
    Build a Website Application for Free in 2 Hours with Vibe Coding
    Seriously, AI is a game-changer. It makes the stuff we used to do easy, now automatic. The hard stuff? Way easier. And those impossible-sounding tasks? They’re now just fun challenges we can totally crush. I’m one of those people who uses Telegram for everything — especially notes. It’s just so quick, easy to access, and light. That habit actually sparked a fun idea: Why not build my own note-taking app? Plus, it was the perfect excuse to play around with the newest tech. A lazy, rainy weekend rolled around, and my personal Hackathon officially kicked off… 💡 After a few minutes of coffee-fueled brainstorming, here’s the stack I decided to run with: Cloudflare Pages: Hosting my React Native frontend app. Easy-peasy. Cloudflare Workers: My backend service, built super-fast with Hono. Cloudf…  ( 7 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less is a new CinemaSins video that gleefully dissects Nicolas Cage’s over-the-top performance in Longlegs (and yes, those legs really are absurdly long). With Osgood Perkins’ Keeper on the horizon, the team couldn’t resist looking back at all the wild moments—expect snarky commentary, rapid-fire nitpicks and plenty of “sins” tallying up. Want more CinemaSins vibes? Head over to cinemasins.com or follow @CinemaSins, @TVSins, @CommercialSins and the CinemaSins Podcast Network on YouTube. You can also join the fun on Discord and Reddit, fill out their sinful poll, support the crew on Patreon, and keep up with the writers on Twitter and Instagram. Watch on YouTube  ( 6 min )
    Escape From Duckov Tote Bag
    In the world of Escape from Duckov, you'll come across many items. Some are for crafting, some for selling, and some, like the Tote Bag, have a very specific and crucial purpose that isn't immediately obvious. Many new players make the mistake of selling this "luxury item" for a quick profit, not realizing they are discarding an essential tool for obtaining one of the game's unique boss drops. Browse our items database to learn about all special items. What is the Tote Bag? tote-bag1 Item Type: Luxury Item Where to Find the Tote Bag Spawn Location: Appears as random environmental loot scattered throughout the game world. The True Purpose: How to Use the Tote Bag The Boss: In Farm Town, there is a unique boss known as the "Red Blob Boss." Tote Bag vs. Decoration Bag: What's the Difference? Feature Tote Bag Decoration Bag Type Luxury Item (Special Tool) Wearable Backpack Purpose To extract the Red Eye from the Farm Town boss General carry capacity for loot Inventory Bonus None +8 capacity, +5 max weight Slot Function Special single “?” slot for the Red Eye Standard backpack inventory expansion How to Get Found as random environmental loot Purchased at Orange’s Armor Shop Price Not for sale (found only) 87 Money  ( 7 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins takes on what they call one of the greatest genre movies of the year, pointing out every “sin” in under 15 minutes with their signature humor. They’ve dropped a Halloween-themed video that’s equal parts roast and celebration of the film’s brilliance. Along the way, they plug their website and socials (TVSins, CommercialSins, CinemaSinsPodcastNetwork, Discord, Reddit, TikTok, Instagram), invite you to fill out a poll and back them on Patreon, and credit their writing team (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel). Enjoy the sins! Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Review Predator 2’s 1990 sequel swaps Schwarzenegger’s jungle for Danny Glover in a crime-ridden, heat-wave–stricken Los Angeles and introduces an even deadlier Predator (plus a memorable Gary Busey turn). It may not recapture every classic beat of the original, but it’s a fun, fresh ride if you’re cool with a change of scenery and some goofy ’90s chaos. Watch on YouTube  ( 6 min )
    Feature Testing in PHP: Ensuring the Whole System Works Together
    Feature tests are where the magic of real-world validation happens. While unit tests ensure each LEGO brick of your system works perfectly, feature tests make sure the entire castle stands strong when those bricks are assembled. They simulate real user actions or API flows to ensure everything plays nicely together — from the database to the controllers, to the returned response. This article dives into what feature testing is, why it’s crucial, and how to apply it effectively in PHP (especially with frameworks like Laravel). We’ll explore common mistakes, best practices, and end with a live sandbox example that shows how to test system-level behavior even without a framework. A feature test checks how multiple parts of your system interact. For example in Laravel, feature tests often hit …  ( 9 min )
    Production-Ready Rate Limiter in Go: From Side Project to Distributed System
    A deep dive into three algorithms, atomic Redis operations, and building a high-performance, flexible library from scratch. When you're building a new service, rate limiting is one of those things you know you need, but you often start with something simple. Maybe it's a basic in-memory counter. But what happens when your service grows? When you move from a single server to a distributed system, that simple counter breaks down. You're stuck rewriting your rate limiting logic. Most Go rate limiters I found forced me into a single algorithm (usually token bucket) or locked me into a specific storage backend. This was the problem I set out to solve. I decided to build rate-limiter-go, a library that scales with you. It provides: Multiple battle-tested algorithms Pluggable storage (in-memory…  ( 11 min )
    Architecting at Scale: The CQRS-Powered Domain Core with React.
    The Lagos Traffic Problem (aka Your Codebase). You're stuck in Lagos traffic at 6 PM on a Friday. Every car is doing whatever it wants, weaving through, danfos stopping anywhere, private cars changing lanes without indicators. I bet that's your current React app 😀 . Everything is connected to everything. Your components are fetching data, updating state, handling business logic, and rendering UI all in one 500-line file called Dashboard.tsx. Let’s be honest, most React codebases start as “side projects that got too serious.” 😅 One day you’re building a quick login screen, before you know it, you’re managing a full fintech product with 40+ screens, complex states, network calls, caching, and some poor soul screaming “Who added this useEffect that runs 12 times on mount?!” As a senior engi…  ( 8 min )
    Create your first MCP server
    Hi there! I've been meaning to write this article for more than a month now, but there hasn't been time or the right mood. Still, I gathered my thoughts and finally cobbled together something. I hope you find it useful. Take a look at GitHub — there are ready-to-run working examples that you can launch. For a better understanding of what's happening, get acquainted with the structure and code of the MCP server. Sometimes you look at your own useful scripts and think: 'How can you neatly connect them to AI without unnecessary hassle? What do you need for this? From which side should you approach?' Today, in this article, we will try to solve this problem and learn how to create your own MCPs. And you can also check my previous AI articles. MCP (Model Context Protocol) is a unified 'trans…  ( 11 min )
    How I optimize my React Flow application
    I recently built an application to help visualize the structure of each API defined in an OpenAPI file. It renders a nice graph to show how all the reference objects in an API connects to each other, making it easier to understand complex APIs at a glance. You can try out the application here. While I built this application as a side project to support my work at my company, I ran into a few interesting performance challenges. To solve those challenges, I went from grabbing the tool which all React developer would think about first like memo to the more advanced yieldToMainThread to learning how browser render a frame and then went back to React with useDeferredValue. I want to share with you three of my optimizations and one of my still unsolved challenge: Memoizing the React Flow node…  ( 11 min )
    Tsonnet #27 - Consistency, consistency, consistency
    Welcome to the Tsonnet series! If you're not following the series so far, you can check out how it all started in the first post of the series. In the previous post, I added comprehensive testing for object interpretation to prevent reference leaks: Tsonnet #26 - Chain me maybe, part 2 Hercules Lemke Merscher ・ Oct 29 #tsonnet #jsonnet #compiler This will be short and sweet post, so let's get to it. When I first wrote the type checking function, I made an innocent mistake by having the environment parameter in a different order in the translate function compared to the interpreter. It's not a big deal, but consistency is important! diff --git a/lib/type.ml b/lib/type.ml index 99f11cc..1ece085 100644 --- a/lib/type.ml +++ b/lib/type.ml @@ -111,7 +111,7 @@ and check_ob…  ( 15 min )
    Your ORM is Lying to You About SQL (CTEs Explained)
    Readable SQL isn’t a myth. It’s a WITH. You know that feeling when you open a SQL query you wrote six months ago, see seven levels of nested subqueries, and think "Which psychopath wrote this?" Then you check git blame and... yeah. It was you. I've been there. We've all been there. This is Part 1 of a 3-part series on Common Table Expressions (CTEs) - a powerful SQL feature that's been hiding in plain sight for years. Your database supports it. Your competitors probably use it. But your ORM? Nah, it's too busy pretending SQL peaked in 1999. CTEs = named subqueries that make you look smart They make complex queries cleaner, faster, and maintainable Every modern database supports them (PostgreSQL since 2009, MySQL since 8.0, SQL Server since 2005) Most ORMs don't (Doctrine, Hibernate, Eloqu…  ( 12 min )
    TypeScript: Our Beloved, Overbearing Safety Net
    Ah, TypeScript. TypeScript isn't just a superset of JavaScript, it's a lifestyle choice. It's the difference between "move fast and break things" and "move deliberately and break things anyway, but with stack traces that actually help." Randomly remember my brother who checks if you locked the car door three times before zooming off? That's TypeScript. We love them for it, but sometimes we just want to live dangerously and merge to main without running the linter. It's in these moments that we sigh, crack our knuckles, and perhaps utter a few choice words under our breath, acknowledging that while TypeScript can feel like an extra hurdle, it's ultimately saving us from a production meltdown at 3 AM. It’s the difference between confidently shipping features and dreading that next bug report…  ( 8 min )
    A Step-by-Step Guide to Build a Multi-Vendor Food Delivery
    Building a multi-vendor food delivery marketplace offers substantial advantages, primarily driven by its high scalability and diverse revenue streams. This allows the platform owner to earn income from commissions, delivery fees, and premium vendor placements and in this rapidly growing industry, building your own multi-vendor food delivery marketplace can bring all these benefits. However, building a multi-vendor food delivery marketplace is a complex undertaking, but following a structured step-by-step guide can simplify the process. This involves defining your strategy, building the platform, and launching/scaling the business. Strategy and planning is the most crucial step towards establishing your delivery marketplace and the foundation of your marketplace lies in clear strategic pla…  ( 9 min )
    AWS SOA-C03 Study Guide with Free Questions and Hands-On Tips
    The SOA-C03 certification tests your ability to deploy, manage, and operate scalable, highly available, and fault-tolerant systems on AWS. Key domains include: Monitoring and Reporting: Use CloudWatch, CloudTrail, and AWS Config to monitor resources and ensure compliance. -** High Availability and Deployment:** Understand Auto Scaling, ELB, and backup strategies for resilient deployments. Security and Compliance: Implement IAM, encryption, and security best practices. Networking and Storage Management: Configure VPC, S3, EBS, and networking services efficiently. Optimization and Troubleshooting: Analyze system performance and optimize costs using AWS tools. For a comprehensive overview of exam objectives, domains, and study guidance, review this comprehensive SOA-C03 Study Guide.This ensur…  ( 8 min )
    checkout this article on Understanding Support Vector Machines SVM: Origins, Working, and Real-World Applications
    Understanding Support Vector Machines SVM: Origins, Working, and Real-World Applications Vamshi E ・ Nov 3 #webdev #programming #ai #blockchain  ( 6 min )
    Understanding Support Vector Machines SVM: Origins, Working, and Real-World Applications
    Support Vector Machines (SVM) are among the most powerful and versatile tools in machine learning and data science. From detecting spam emails to predicting stock movements and identifying diseases, SVMs form the backbone of many modern predictive analytics systems. This article provides a comprehensive overview of the origins, concepts, implementation, and real-world applications of SVM — supported by examples and R-based demonstrations. Origins and Background of SVM The early motivation behind SVM was to create a model that could generalize well — that is, perform accurately not only on the training data but also on unseen data. In traditional linear classification, data points are divided using a straight line (in 2D) or a plane (in higher dimensions). SVM refined this idea by introduci…  ( 10 min )
    Delivering Greenfield Projects: Getting the Foundations Right
    How to get the first line of code - and everything that follows - right. Without legacy constraints, greenfield projects allow teams to bake in modern practices, cloud-native architectures and a developer-first culture from day one. Done well, those early choices compound into faster releases, easier scaling and happier teams for years. Done poorly, they can create tomorrow’s technical-debt problems. This article discusses how development teams can lay solid foundations when starting from scratch. Automate early. A CI/CD pipeline, test automation and Infrastructure as Code (IaC) from sprint 0 lock in speed and quality for the life of the product. Design for cloud and APIs. Cloud-first, API-first and security-by-design principles align with the UK Government’s Technology Code of Practice …  ( 12 min )
    Outil de Cybersécurité du Jour - Nov 3, 2025
    Titre : Guide complet de l'outil de cybersécurité : Wireshark Introduction Dans le paysage numérique en constante évolution d'aujourd'hui, la cybersécurité est devenue une préoccupation majeure pour les entreprises, les gouvernements et les individus. Les attaques informatiques sont de plus en plus sophistiquées, et il est crucial d'adopter des outils de cybersécurité avancés pour protéger les données sensibles et garantir la sécurité des réseaux. Parmi les outils modernes de cybersécurité les plus populaires et puissants, Wireshark se distingue par sa polyvalence et sa capacité à capturer et analyser le trafic réseau en profondeur. Présentation de Wireshark Wireshark est un analyseur de protocole réseau open source largement utilisé par les professionnels de la cybersécurité pour inspecte…  ( 7 min )
    Hard2Verify: A Step-Level Verification Benchmark for Open-Ended Frontier Math
    Hard2Verify: A New Test That Helps AI Spot Math Mistakes One Step at a Time Ever wondered how a computer can solve a tricky math puzzle the way a human does? Scientists have created a fresh challenge called Hard2Verify that teaches AI to double‑check every single step of a solution, just like a careful teacher grading a notebook. Every step matters, and with tools like Hard2Verify, the future of AI‑assisted math looks brighter and more accurate than ever. Stay curious—the next breakthrough might be just a single step away. Read article comprehensive review in Paperium.net: Hard2Verify: A Step-Level Verification Benchmark for Open-Ended Frontier Math 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 17 min )
    Announcing Brighter V10: A Major Release with Cloud Events, New Providers, and Enhanced Resilience
    After several years of dedicated development, Brighter V10 has officially launched! While we’ll continue supporting Brighter V9 for the next few months—and possibly into next year or beyond—this release marks a significant milestone in Brighter. Planning for V11 may begin in the coming year, but for now, let’s dive into what’s new in V10. Brighter V10 introduces a host of powerful new features and integrations designed to streamline your development process. Brighter V10 now embraces the CloudEvents specification by default. This ensures greater interoperability across different services and platforms by automatically setting the standardized event headers, making your distributed systems more robust and vendor-agnostic. You no longer need to write a custom message mapper when using JSON. …  ( 9 min )
    How Penetration Testing Protects FinTech Apps from Evolving Cyber Threats
    The rapid rise of digital banking, online lending, and blockchain-based services has reshaped how people manage their finances. As FinTech platforms continue to revolutionize the financial landscape, their reliance on cloud infrastructure, APIs, and digital identities creates an expanded attack surface for cybercriminals. In this fast-moving digital ecosystem, penetration testing has emerged as a cornerstone of robust cybersecurity—ensuring that innovation doesn’t come at the cost of security. This blog explores how penetration testing protects FinTech systems from modern threats, strengthens compliance posture, and ensures long-term user trust in the face of growing cyber risks. Penetration testing is a simulated cyberattack performed by ethical hackers to identify and exploit security …  ( 10 min )
    Perl 🐪 Weekly #745 - Perl IDE Survey
    Originally published at Perl Weekly 745 Hi there! First of all, apologies. Apparently last edition included a link the source of the Perl IDE survey and not the actual Perl IDE Survey itself. This week we hope to provide you with the correct link. The announcement about the London Perl Workshop might have also been a bit premature as it was still unclear if it will happen at all. I am still unclear about the exact situation, but this is an excellent opportunity for you to step up. Check out the web-site of LPW where you can find the names and the contact information of the organizers. Talk to them and offer your help. Any help. That will increase the chances for this to actually take place. We even received a special announcement exclusive to the readers of the Perl Weekly. I figured I nee…  ( 18 min )
    Steal This Trick to Stop Burning Out on Short-Form Video Content
    For a while, I was on the verge of giving up on short-form video. As a developer who loves to share my coding journey and little tech discoveries, I felt the pressure to be everywhere: TikTok, Instagram Reels, YouTube Shorts. The problem? The content creation process was draining me. I knew something had to change. I started looking for ways to streamline my workflow. My goal was to spend more time on what I love – creating the core content – and less on the repetitive tasks. DALL-E 3 AI Image Generator is an incredible tool for this. You can just type in a description of what you want, and it produces a variety of options. It's great for creating unique, high-quality images that don't look like generic stock photos. But the real breakthrough came when I started to rethink my entire video …  ( 8 min )
    How I Implemented Search for Audit Logs During My Hacktoberfest Journey
    What Did I Contribute As I mentioned in my previous blog, I will discuss my journey implementing a search feature for audit logs in OpsiMate. First, I created an issue related to adding a search bar for users. This enables users to filter and view specific audit logs quickly and efficiently. I made my first PR which was hilariously broken(I'll explain why). Later I created a proper PR that I'll discuss in detail. When I started, I planned to implement filtering logic on the client-side. However, CodeRabbitAI (code review tool used in OpsiMate) challenged my naive approach. I realized, I should implement server-side search to filter across all audit logs, not just the current page. While working on this PR, I accidentally merged upstream changes incorrectly because I didn't properly upd…  ( 8 min )
    😈 Dare to Commit Secrets to GitHub? With SOPS & GPG, I Do! 🤫
    Stop Sharing Secrets in Slack & Teams ! 🔐 Commit Them Safely Instead Ever had that awkward moment when a new teammate joins and you need to share API_KEY_PROD over Teams? 😬 We've all been there searching for the "least embarrassing" way to send secrets without exposing them in chat history. But what if I told you we could commit secrets directly to our codebase safely and securely? 📱 Sharing via Slack/Teams leaves traces in chat history 📧 Email isn't secure for sensitive data 🔄 Manual sharing doesn't scale with team growth 😰 Always worried about who has access to what SOPS + GPG Magic ✨ SOPS (Secrets OPerationS) + GPG encryption = Git-native secret management that actually works! Here's the genius part: SOPS encrypts only the values while keeping keys readable. Your config files …  ( 7 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins is back with a bite-sized, punchy takedown of Sinners—hailed as one of this year’s best genre films—where they “sin” every little nitpick in under 15 minutes (and still love the movie). Expect their trademark humor, Halloween vibes, and a lot of “but it rules” enthusiasm. They’ve also sprinkled in all their socials, from YouTube channels and Discord to Twitter and Patreon, plus a quick poll for fans and a shout-out to their writing squad. If you want more sinning or behind-the-scenes goodies, their link tree’s got you covered. Watch on YouTube  ( 6 min )
    Quark’s Outlines: Python Class Instances
    Overview, Historical Timeline, Problems & Solutions You use a class to describe how something should work. When you call that class, you create a class instance. A Python class instance is an object made from a class. It has its own space for values and actions. When you write Dog(), you call the Dog class. Python runs the __init__ method to set up the object. The result is a new class instance. You can store it under a name like my_dog. You can give it values like my_dog.name = "Spot". Python lets you create new objects by calling a class. class Dog: def __init__(self, name): self.name = name my_dog = Dog("Spot") print(my_dog.name) # prints: Spot Each Python class instance has a name space. This is a place where it keeps values. The name space is a dictionary. You can see it…  ( 11 min )
    Micro-Interactions vs Animations: Which Converts Better (and Why It Matters in SaaS UX)
    These days, if every SaaS demo seems like a miniature action film with gliding dashboards, bouncing buttons, and spinning cards, you're not dreaming. The odd thing is that after the initial "wow," people start to slow down. They don't click as much. They grow weary. Motion isn't always bad. Using the P.A.I.N. C.U.R.E. framework, this post explains why most SaaS teams confuse animations with micro-interactions and how to create motion that feels quick, natural, and actually increases conversion. We've all fallen for this, let's face it. "That's how our dashboard should move." The problem? According to a 2024 Nielsen Norman Group study, excessively animated user interfaces (UIs) slow down task completion and increase cognitive load, particularly in multi-step dashboards. Certain animations …  ( 10 min )
    Demeter's Law in PHP: Principle, Examples, and Best Practices
    📝 This article is an English translation of the original French version available here: https://victor-prdh.com/blog/03-loi-de-demeter.md/ In software development, we often hear about best practices: decoupling, separation of concerns, SOLID principles… But there is one, sometimes overlooked, that deserves our attention: Demeter's Law. Also known as the principle of least knowledge, it helps write more robust, readable, and maintainable code. In this article, we will see what it entails, why it is useful, and how to apply it practically in your PHP and Symfony projects. Formulated in the late 1980s at MIT, Demeter's Law is based on a simple idea: “An object should only talk to its immediate friends, not to the friends of its friends.” In other words, a class should limit its knowledge of …  ( 7 min )
    🚀 Event-Driven Architecture (EDA): The Power of Reacting to Events
    Hey everyone 👋 Today, we’re diving into one of my favourite software architecture topics, Event-Driven Architecture (EDA). It’s one of those patterns that sounds a bit fancy at first, but once you understand it, you start seeing it everywhere: in cloud applications, microservices, and even your daily notifications! Let’s break it down step by step. ☕ At its core, Event-Driven Architecture is all about reacting to events. An event is simply something that happened, for example: An order was placed 🛒 A payment was completed 💳 A user logged in 👤 Instead of having tightly coupled services that directly call each other (as in layered or traditional microservice architectures), EDA uses events as the main form of communication. Here’s where the magic happens ✨: publishes an event, it’s like …  ( 9 min )
    Mastering the ‘O’ in SOLID: Applying the Open/Closed Principle in Real-World Code
    Adding features shouldn’t feel like defusing a bomb. Here’s how the Open/Closed Principle (OCP) helps you extend your code without changing what already works. You’ve probably done this before: You needed to add a small feature so you end up opening a class and writing yet another if statement. A couple of weeks later, you had to add another one. And then another. And before you know it, the code that once felt clean turns into a mess of conditions. That’s the kind of slow creep the Open/Closed Principle is meant to prevent. (Side note: we explored the Single Responsibility Principle in the previous part of this series,  worth checking out if you missed it!) The Open/Closed Principle (OCP) is one of the five core principles of SOLID design. It states: Software should be open for extension …  ( 9 min )
    💱 Automate Currency Conversion in Joget Using JavaScript and External API
    🧩 Overview In many Joget applications, users enter transaction amounts in different currencies. To maintain financial consistency, it’s crucial to automatically convert these values into a standard base currency (like AED or USD). This guide shows how to automate currency conversion inside a Joget form using JavaScript, Fetch API, and jQuery Autocomplete — all without writing any backend plugin code. ✅ On form load: The script sets the AED amount field to zero. Fetches live currency symbols from a safe exchange rate API. Activates autocomplete on the currency input field. ⚙️ Whenever a user changes: The currency, The amount, or The product name, the script recalculates the AED value dynamically and updates the related fields (amountInAed, BalanceAmount, and exchangeRat…  ( 7 min )
    In this post, we’ll build an example RAG-powered voice agent using VideoSDK, ChromaDB, and OpenAI. This demo shows how you can combine real-time audio input and intelligent data retrieval
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    I Built 8 Projects While Teaching Myself to Code From a BSF Campus in Rural India
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    Building an AI Code Helper Agent with Mastra Framework and Telex.im Integration
    My journey developing an AI-powered coding assistant for HNG Internship Stage 3 During my participation in the HNG Internship's third backend stage, I received an assignment to develop an AI-powered agent with Telex.im integration through the A2A protocol. The goal wasn't to build another standard database application—the challenge was creating an intelligent system that provides real value to developers. https://github.com/Habeeboss/code-helper-mastra-telex https://code-helper-mastra-telex-production.up.railway.app/a2a/agent/codeHelper Phase 1: Conceptualization and Architecture Phase 2: Project Foundation Node.js version 20 or higher was mandatory (I had version 16) Initial installation required the legacy peer dependencies flag bash # Upgrade Node.js nvm install 22.17.0 nvm use…  ( 14 min )
    🧩 Automate Random Password Generation in Joget Using BeanShell Script
    💡 Introduction Sometimes in Joget applications, user or contact records may be created without passwords — especially during data imports or integrations. To fix that, we can automate password creation using a BeanShell script, which directly connects to Joget’s database and assigns secure random passwords to any empty password fields. Automatically generate a secure, random password for every record in the app_fd_Contacts table where c_Password is NULL. This BeanShell script: Connects to Joget’s database using AppUtil. Finds all records missing passwords. Generates a random secure password. Updates the database with the new passwords. Logs the output for easy tracking. import java.sql.Connection; import java.sql.DriverManager; import java.sql.PreparedStatement; import java.sql.Resu…  ( 7 min )
    Are Web Components Finally Ready to Replace Frameworks?
    For years, frameworks like React, Angular, and Vue have dominated frontend development. “Do we even need a framework anymore?” Enter Web Components — a set of browser-native APIs that allow developers to create reusable, encapsulated, and framework-agnostic UI elements. replace frameworks in 2025? Let’s find out. Web Components are not a single technology — they’re a collection of standardized APIs that enable you to build custom HTML elements with encapsulated logic and styles. They’re built on four main pillars: Custom Elements , ) with custom behavior. Shadow DOM encapsulation so your component’s styles and markup don’t leak or get affected by the global DOM. HTML Templates tag to define reusable chunks of markup that can be cloned and rendered eff…  ( 9 min )
    A Tiny Decimal That Caused Big Trouble, Until I Learned About BigDecimal
    If you’ve ever wondered why developers always say “never use double for money”, here’s the real reason, and why BigDecimal solves the problem perfectly. Binary VS Decimal Representation A double in Java uses IEEE 754 binary floating point, meaning it represents numbers as sums of powers of 2, not 10. That works fine for many numbers, but not for decimals like 0.1 or 0.2, because they can’t be represented exactly in binary. 0.1₁₀ = 0.0001100110011001100...₂ (infinite) So this simple code: System.out.println(0.1 + 0.2); prints: 0.30000000000000004 That tiny error is a rounding artifact, and in finance or accounting, it’s unacceptable. BigDecimal Fixes It BigDecimal doesn’t use floating-point math at all. BigInteger intVal; // exact integer value int scale; // how many digits after the decimal point For example: BigDecimal x = new BigDecimal("123.45"); is stored as: intVal = 12345 scale = 2 value = 12345 × 10^-2 = 123.45 Which is 100% exact, no rounding errors. That’s because: BigInteger holds whole numbers precisely in binary. The scale simply shifts the decimal point in base 10. BigDecimal Is Perfect for Money Money works in decimal, not binary. BigDecimal uses decimal arithmetic, so values like 0.1, 19.99, or 123456.78 are stored and calculated exactly as written, no binary drift, no rounding surprises. Yes, it’s slower than double, but it’s correct and correctness is what matters in financial systems.  ( 7 min )
    Tegen v0.1.0 is live!
    Tegen is a C++ package manager and project management tool designed to simplify your workflow. It helps you create, build, and run C++ projects with minimal setup. Manage dependencies, automate builds with CMake, and keep your projects organized. Video Available : Tegen Video Key Features: Initialize a new project: tegen init Install dependencies from GitHub: tegen install Build your project easily: Run the built project: tegen run Check the version: tegen --version Get help: tegen -h Installers Available: Windows: TegenSetup.exe Linux (.deb): tegen-0.1.0-Linux.deb Make C++ project management simpler, faster, and more organized. Start using Tegen today and streamline your workflow. Check it out here: GitHub Repository  ( 6 min )
    Make the “Ghostface” AI photo in 3 easy steps
    1) Grab a good base pic 2) Upload + prompt “’90s bedroom, warm lamp light, grainy 35mm film look. A candid portrait of me on the bed holding a corded phone; Ghostface subtly in the doorway behind me. Shallow depth of field, soft shadows, high realism.” If the first result is meh, rerun with small tweaks (doorway → hallway, warmer/cooler light, closer/farther Ghostface). This “clear selfie + Halloween prompt” formula is what powers the trend. 3) Quick polish Fast track: don’t want to fuss with prompts? Try ScreamAI.pics—upload your photo, pick a preset, and you’ll usually have the edit in about ten seconds. https://screamai.pics/  ( 6 min )
    Stitching Knowledge Together: Dynamic Citation Rendering Explained
    Intro: Generate the Answer: Check for Valid Output: Create the Citation Sources Reference: [ { "FileName": "File Name.pptx", "FileUrl": "https://abcorp.sharepoint.com/.../MEALFramework.pptx" }, { "FileName": "File Name.Docx", "FileUrl": "https://abcorp.sharepoint.com/.../MEALexpand.docx" } ] Transform Citations into Markdown: Start with the Answer Text: This adds two line breaks after the answer to visually separate it from the citations. Topic.Answer.Text.Content & Char(10) & Char(10) Loop Through Citation Sources: This iterates over each citation source (e.g., a file used in the answer). Concat(Topic.Answer.Text.CitationSources, ...) Format the Citation in Markdown: This creates a Markdown-style citation: [Id]: URL "File Name" It replaces %20 with spaces for readability. "[" & Id & "]: " & URL & " \"" & Substitute(Name, "%20", " ") & "\"" Add Line Breaks Between Citations: This ensures each citation appears on its own line for clarity. Char(10) & Char(10) Final Output: The original answer Source Code: PCAT repo  ( 7 min )
    The Nine Circles of a CI/CD Inferno
    I’m about to get unreasonably geeky, so much so that I myself might not understand what I’m doing. Proceed at your own risk. For those who choose to keep reading — you were warned: “Lasciate ogni speranza, voi ch’entrate.” Inferno (1320)1 Philosophy ruined software for me. Especially one grim man who once threatened a colleague with a fireplace poker during a debate about moral rules. That man — Ludwig Wittgenstein, “Witty,” as a friend called him — was brilliant, unstable, and obsessed with language’s limits; or maybe he was unstable because of that obsession. Potato, potahto? Not quite. I’ve been obsessed with those limits too, and I’m neither witty nor brilliant — just unstable. And here’s proof: I can’t look at a deployment pipeline2 as a normal human being. Yes, I admit. It’s hard for…  ( 18 min )
    Creating a Readme File in a Power Platform Solution
    In my opinion one of the best things about GitHub is the readme.md files (I know, documentation being good, how sad am I). But there is a good reason I like it, documentation is a pain, so having something as simple as a blank markdown file is music to my ears, and storing it with the code, hallaluha. So it always surprised me Microsoft didn't include a way to add documentation to a Power Platform Solution. Its pretty much perfect for Citizen Developers, who lets be honest don't want to do documentation, so it needs to be: Simple Quick Available Stored somewhere easy to find ago, a readme file in the solution. But what if I told you there was a readme file in a solution, well a creative workaround, that not only opens up the door for readme files, but possibly more 😎 If you build lots of …  ( 10 min )
    Change your old methods for writing a JavaScript Code - Shorthand's for JavaScript Code
    1. Shorthand for if with multiple OR(||) conditions if (car === 'audi' || car === 'BMW' || car === 'Tesla') { //code } In a traditional way, we used to write code in the above pattern. but instead of using multiple OR conditions we can simply use an array and includes. Check out the below example. if (['audi', 'BMW', 'Tesla', 'grapes'].includes(car)) { //code } if(obj && obj.tele && obj.tele.stdcode) { console.log(obj.tele .stdcode) } Use optional chaining (?.) to replace this snippet. console.log(obj?.tele?.stdcode); if (name !== null || name !== undefined || name !== '') { let second = name; } The simple way to do it is... const second = name || ''; switch (number) { case 1: return 'Case one'; case 2: return 'Case two'; default: return; } Use a map/ object const data = { 1: 'Case one', 2: 'Case two' }; //Access it using data[num] function example(value) { return 2 * value; } Use the arrow function const example = (value) => 2 * value function height() { console.log('height'); } function width() { console.log('width'); } if(type === 'heigth') { height(); } else { width(); } Simple way (type === 'heigth' ? height : width)() if(amount === null) { amount = 0; } if(value === undefined) { value = 0; } console.log(amount); //0 console.log(value); //0 Just Write console.log(amount || 0); //0 console.log(value || 0); //0  ( 11 min )
    From First-Time Contributor to Open Source Enthusiast: My Hacktoberfest Transformation
    🌟 The Moment Everything Changed It was November when I first joined the DigitalOcean community Discord server, not realizing I was preparing for something much bigger. As I navigated through the various channels, I felt like I had found a hidden treasure trove of knowledge and opportunity. Little did I know that when October arrived, the hacktoberfest-projects channel would become my gateway to an entirely new world of coding. When I discovered my first project in that channel quotevote-monorepo. I remember the mix of excitement and nervousness as I explored their codebase for the first time. This wasn't just following tutorials anymore; this was real code that real people used. When I created my first issue suggesting accessibility improvements to their mission page, and maintainer @flyb…  ( 13 min )
    5 Strategies for Random Records from DB
    TLDR: I'm now using Strategy #5 Table of Contents Why Get Random Records? Strategy #1 - Use RANDOM() Strategy #2 - Pluck & Array.sample Strategy #3 - find_by with Min/Max ID Strategy #4 - Random Offset Strategy #5 - Where with Min/Max Tips and Caveats Your Thoughts? If you've ever needed to collect a random record from a database whether using Rails or another framework/language, you may have found that there are several strategies to choose from. In this post, we'll explore the top 5 strategies for collecting random records, along with some tips and caveats to keep in mind. Before we dive into the strategies, it's worth taking a moment to consider why someone might need to collect a random record from a database. Generally speaking random behavior is rarely a desired feature in an applic…  ( 10 min )
    🚀 Built a Customizable Gantt Chart Component for Vue 3 — Introducing Jordium GanttChart v1.4.2
    Hey everyone 👋 I’m excited to share something I’ve been building over the past few months — a modern and customizable Gantt Chart component for Vue 3, called Jordium GanttChart This project started from a simple need: I couldn’t find a Vue 3 Gantt component that’s lightweight, visually modern, and fully customizable for project management use cases. So, I decided to build one myself. 🎯 What is Jordium GanttChart? Jordium GanttChart is a Vue 3 component library designed for project scheduling, task management, and visual planning — similar to tools like ClickUp, Clockify, or MS Project, but fully open-source and easy to integrate into your own app. 👉 Demo: Live Example 👉 GitHub: jordium-gantt-vue3 👉 NPM: npm install jordium-gantt-vue3 ✨ Key Features (v1.4.2) 🧩 Vue 3 + Composition AP…  ( 7 min )
    Functional Ruby Programming with Trailblazer
    You might be surprised to learn that you're already using many functional programming (FP) approaches in your Ruby code without realizing it. While languages like Haskell enforce these principles, Ruby and Python leave it up to the programmer to make conscious choices. Let's explore how we can leverage these FP concepts in Ruby, particularly when using the Trailblazer (TRB) framework. In Trailblazer, we treat incoming data as immutable. The only mutable data structure is the internal hash (options[:my_key] or ctx[:my_other_key] in TRB 2.1). When transforming data, always assign the result to a new key instead of modifying in place: def transform_data(ctx, input_array:, **) ctx[:transformed_array] = input_array.map { |item| item.upcase } end Consider using gems like Hamster for immutable…  ( 7 min )
    Unlock Dual Revenue: Transform Your LLM App with AI Monetization and Ads
    Transforming AI Conversations with Context-Aware Commerce: Introducing Monetzly Imagine a world where the ads you see in your favorite AI app are not just interruptions but helpful suggestions that enhance your experience. This is the vision behind Monetzly—your new go-to platform for monetizing AI applications without compromising user experience. As the landscape of AI applications expands, developers face a pressing challenge: how to effectively monetize their innovations without disrupting the user experience. Traditional monetization strategies often lead to frustrating paywalls or subscription models, alienating users and ultimately stifling sustainable growth. Enter Monetzly, the first platform designed specifically for the AI ecosystem that allows developers to both monetize th…  ( 7 min )
    Data Structure and Algorithms roadmap (with resources)
    🚀 LeetCode in 2025 Atul Tripathi ・ Nov 1 #leetcode #dsa #algorithms #coding  ( 6 min )
    Microfrontend architecture
    🧱 What is Microfrontend Architecture? Simply put — just like microservices, microfrontends are an architectural style where independently deliverable frontend applications are composed into a greater whole. This post is a quick read on benefits, trade-offs, implementation concerns, best practices, and helps you decide whether microfrontends are right for your application and team. Let’s understand the contrast with a simple example: Imagine an e-commerce website that has: A Home Page (with header and footer components) A Products Page, which also needs these shared components along with its own business logic. In this setup, whenever the Home Page team updates the header, they must: Publish a new version of the corresponding npm package. Update the Home Page UI to the latest version.…  ( 7 min )
    Stay ahead in web development: latest news, tools, and insights #109
    Signup here for the newsletter to get the weekly digest right into your inbox. weeklyfoo #109 is here: your weekly digest of all webdev news you need to know! This time you'll find 40 valuable links in 6 categories! Enjoy! Kafka is fast: I'll use Postgres by TopicPartition / kafka, postgres, database / 36 min read 📰 Good to know Mistakes I see engineers making in their code reviews: In the last two years, code review has gotten much more important. by Sean Goedecke / engineering, reviews / 12 min read GenAI Image Showdown: A comparison of various SOTA generative image models on specific prompts and challenges with a strong emphasis placed on adherence. by Shaun Pedicini / sota, llm, ai, images / 0 min read Scripts I wrote that I use all the time: In my decade-plus of…  ( 9 min )
    99% of People Use AI Wrong — Here’s How I Actually Learn and Remember Faster
    Let’s be honest, most of us don’t really “learn”, we just consume. We scroll through videos, read articles, and bookmark threads hoping something will stick. But when it’s time to actually use what we’ve read, it fades away. That’s because learning today is broken. We’re surrounded by more information than ever (thanks to the internet and AI), but we don’t have a process to retain it, connect it, or apply it. I felt that pain deeply, and it’s a problem we all experience. Let me give you my example. As a programmer and content creator, I constantly study complex ideas and topics from AI models to product design to storytelling frameworks. But reading or watching videos alone wasn’t helping, and it took too much time. Sure, I’d understand something in the moment, then forget half of it a da…  ( 11 min )
    UI/UX Design Trends for 2026: What Every Designer Should Know
    The world of design never stands still — and 2026 is shaping up to be a bold year for UI/UX innovation. From AI-assisted creativity to emotion-driven interfaces, designers are rethinking what “good design” really means. Let’s explore the top UI/UX design trends for 2026 that every designer should know. AI is no longer just a buzzword — it’s becoming your new design partner. Tools like Figma AI, Uizard, and Framer’s AI features are enabling designers to generate layouts, color palettes, and user flows automatically. What it means for you: Embrace AI as a creative collaborator, not a replacement. Learn prompt-based design workflows. Keep a critical eye — AI can assist, but human empathy drives great UX. In 2026, design goes beyond usability. It’s about emotional resonance. Micro-intera…  ( 7 min )
    🎃 Quote.Vote Hacktoberfest 2025 — Building Civic Tech, One Pull Request at a Time
    October was an extraordinary month for Quote.Vote. Hacktoberfest gave us the spark we needed to open the doors, welcoming contributors from around the world to help shape the future of a platform that treats communication itself as public infrastructure. Our Hacktoberfest Roadmap board became a living snapshot of what collaboration looks like in motion. Every issue told a story. Some of features that shipped cleanly across the finish line, others of ambitious starts, half-built prototypes, deep reviews, and hard lessons learned. When we asked contributors why they picked our project over thousands of others, the answer kept coming back to the mission. “It felt like the work mattered.” Quote.Vote treats conversation like civic infrastructure, not a commodity. No ads. No engagement alg…  ( 8 min )
    The Millennial Engineer vs. The Gen Z Developer: A Modern Engineering Merge Conflict
    The Great Engineering Face-Off: Precision vs. Agility Imagine a tense face-off inside a product room — One treats code like concrete — structured, documented, predictable. It’s not personal. The Millennial Engineer: Code as Concrete The Millennial technologist grew up in an era of monoliths, long release cycles, and documentation-heavy workflows. For him, software development is precision engineering: 👉 Every class is planned. He values predictability, governance, and long-term maintainability. 🦾 For him, predictability is power. His world was shaped by Scrum, DevOps pipelines, and postmortems. The Gen Z Developer: Code as Clay Enter the Gen Z developer, born in the cloud, raised by Figma, and mentored by AI. For him, code is malleable. 👉 He shapes, breaks, and rebuilds faster tha…  ( 8 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    TL;DR Cinema Sins serves up a snarky, 24-minute “Everything Wrong With Longlegs” roast—complete with Nicolas Cage’s over-the-top antics and a nod to Osgood Perkins’ upcoming Keeper. Expect the usual tally of sins, pop-culture digs, and signature one-liners. Want more? Hit up their main site or YouTube spinoffs (@TVSins, @commercialsins, @cinemasinspodcastnetwork), fill out the sinful poll, or back the team on Patreon. Plus, you can geek out with them on Discord, Reddit, Instagram, TikTok, and more. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins is back with a bite-sized takedown of one of the year’s best genre films—packing all the jabs, jokes, and “sins” into a quick 15-minute roast just in time for Halloween. Want more wicked fun? Dive into their website and YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), fill out a sinful poll, support the small team on Patreon, and connect on Discord, Reddit, Instagram and TikTok. Watch on YouTube  ( 6 min )
    Create Telegram-style Spoiler Text Effects with spoilerjs
    spoilerjs - a web component library for creating animated spoiler text with particle effects. Key features: Zero dependencies, pure Web Components Works with React, Vue, Svelte, or vanilla JS Under 10KB with configurable particle animations Full control over velocity, density, and reveal timing Telegram-style effects without heavy frameworks Perfect for blogs, forums, and educational content where you need interactive text reveals. 👉 Blog Post 👉 GitHub Repo 👉 Live Demo  ( 6 min )
    Orchestrating Chaos: Unleashing the Power of Bio-Inspired AI for Autonomous System Design by Arvind Sundararajan
    Orchestrating Chaos: Unleashing the Power of Bio-Inspired AI for Autonomous System Design Tired of wrestling with complex system architectures, endlessly tweaking parameters, and still falling short of optimal performance? Imagine an AI that doesn't just execute instructions, but understands system dynamics and autonomously crafts superior designs. Forget endless configuration files and late-night debugging sessions; the future is here, and it's intelligent automation. At its core, this innovation uses a multi-agent AI architecture modeled after the human brain. Think of it as a team of specialized digital experts, each responsible for a different aspect of system design – one agent focuses on reasoning, another on conducting simulated experiments, and yet another on analyzing the result…  ( 7 min )
    Introducing metadata.party: your free and open source metadata API
    Easily grab page titles, descriptions, images, Open Graph, and Twitter Card data from any website. Why metadata matters But actually extracting that metadata at scale is… annoying. Some sites use og:title, others rely on twitter:description, and plenty forget both. You end up juggling custom scrapers, inconsistent markup, and endless exceptions. So instead of building yet another brittle parser, what if there was one simple, reliable service that just worked? Meet metadata.party You can run it locally, host it yourself, or use the hosted free of charge API (rate limited). Key features Why this project exists metadata.party was created to solve that once and for all. It’s a small, focused service that just extracts metadata consistently. Nothing fancy, no external dependencies, no paywalls.…  ( 8 min )
    Using GNU toolchain for Windows kernel-mode drivers
    For a long time, I was curious about using GNU toolchain on Windows platforms, especially when it boils down to kernel-mode driver development. I like GNU toolchain (binutils, gcc, libstdc++). I use it for embedded development, but compiling, and especially linking binaries with GNU ld linker, has always been tricky. Why is it important? Microsoft Visual Studio is an excellent tool, but it is kind of obscure what is happening behind the scenes. Having free and open-source software toolchain even on a proprietary platform is a good thing (and avoid all the bloat from Visual Studio). This time, it took me a while to figure out how to link a trivial kernel-mode driver, and this brief post is to document these findings. Compiling GCC from sources for the mingw-w64 target is a topic for a diffe…  ( 9 min )
    🌍 Explore, Enjoy, Escape. — The Three E’s of a Beautiful Journey
    “Travel is not just about where you go, but what you discover — within and beyond.” 🧭 Explore — Beyond Maps, Beyond Comfort Exploration begins the moment you step out of your comfort zone. 😄 Enjoy — The Art of Living in the Moment Travel teaches you the beauty of now. 🌅 Escape — To Find Peace, Not Distance Sometimes, we travel not to run away, but to return to ourselves. ✨ Conclusion — The Journey Never Ends Explore to discover the world. Enjoy to feel its beauty. Escape to meet your soul. Because in the rhythm of these three words lies the essence of travel — and the secret to truly living. “Wherever you go, go with an open heart — the world is waiting to tell you its story.”  ( 7 min )
    Street-Smart Coding—30 Lessons to Help You Code Like a Pro (My New Book Is Here)
    I spent five years in college learning to code. A stupid dissertation delayed my graduation. But that's another story. Most of my five-year program didn't prepare me for real-world coding. My real coding journey began at my first job, with one Google search: "how to get good at coding." I found a lot of conflicting advice: "Use comments" "Don't use comments" "Do this" "Don't do that" Arrggg! It took years of trial and error to learn what worked. I had to survive on-call shifts, talk to stakeholders, and say "no" politely. More importantly, I had to learn that coding takes more than just syntax. That's why I wrote Street-Smart Coding: 30 Ways to Get Better at Coding Without Losing Your Mind, so you don't have to go down the same rabbit hole. I wrote it for every developer who's ever typed "how to get better at coding" into Google or ChatGPT, just like me back in my first job. Some lessons inside Street-Smart Coding are conventional. One of the tips will save you from staying at work until 3:00 a.m. That's on Chapter #21. Another tip is to watch a TV show. And no, it's not Mr. Robot or Silicon Valley. That's on Chapter #29. It will teach you about problem-solving. But all the tips and lessons are battle-tested. These are the lessons I wish I had starting out, the lessons I learned over ten years through plenty of mistakes. Now they're yours. Get your copy of Street-Smart Coding here  ( 7 min )
    From Chaos to Control: How Digital Tools Are Transforming Asphalt Fleet Maintenance
    Managing dozens of machines manually is a recipe for chaos. Paper logs, whiteboards, and Excel sheets often lead to missed service dates and incomplete records. That’s why asphalt contractors are adopting digital fleet maintenance systems — and the results are impressive. Instead of searching through files or messages, all service data is stored in one cloud-based system. Every repair, inspection, or oil change is logged automatically. Modern tools like Commander ERP allow you to set recurring service reminders based on machine hours or usage. This ensures you never miss critical maintenance again. Operators can submit equipment issues directly from their phones, including photos or comments. The maintenance team can act immediately — reducing downtime dramatically. By tracking metrics like repair frequency, fuel usage, and maintenance costs, you can identify which machines are costing more than they earn — and make smarter replacement decisions. Commander ERP doesn’t stop at maintenance. It ties your fleet data into production, inventory, and financial modules. That’s how leading asphalt companies turn maintenance tracking into a growth strategy. Digital transformation in asphalt operations isn’t optional anymore — it’s the new competitive edge. Learn how maintenance tracking plays a central role here: Tracking Equipment Maintenance in an Asphalt Company: Why It Matters and How to Do It Right  ( 6 min )
    One Dockerfile, Two Stages: A 50% Size Reduction Story
    The Power of Simple Optimizations Sometimes the most impactful improvements come from stepping back and rethinking your approach. A recent pull request demonstrates this perfectly: 32 lines added, 23 removed, and a Docker image that's half the size with 72% fewer security vulnerabilities. Let's break down exactly what changed and why it matters. Before: Image size: 2.04 GB Security vulnerabilities: 290+ Build approach: Single-stage After: Image size: ~900 MB (50% reduction) Security vulnerabilities: ~80 (72% reduction) Build approach: Multi-stage Code changed: 1 file, net +9 lines --- ## The Five Critical Insights ### 1. The Slim Base Image Difference **Before:** ``` dockerfile FROM python:3.11.2 After: dockerfile # Stage 1: Build FROM python:3.11.2 AS builder # Stage 2: Runtime…  ( 8 min )
    Building a Lightning-Fast Full-Stack App: Spring Boot Native + Angular
    Quick summary: How I built a production-grade full-stack app with ultra-fast startup and a tiny footprint (~50MB) using Spring Boot Native Image and added a simple front using Angular 20 Traditional Java applications, especially Spring Boot apps, are notorious for their slow startup times. A typical Spring Boot application can take 3-5 seconds to start, which becomes a significant bottleneck in: Microservices architectures where you need rapid scaling Serverless environments where cold starts matter Development workflows where you restart frequently Cloud deployments where startup time affects user experience Enter GraalVM Native Image - a technology that compiles Java applications ahead-of-time into native executables. The results are astonishing: Startup time: ultra fast Memory footpri…  ( 10 min )
    Boosting Security Excellence: How OKRs Drive Results in Application Security and DevSecOps
    Introduction to OKRs: The Framework That Powers Tech Giants In the fast-paced world of technology and cybersecurity, staying focused on what truly matters can make the difference between preventing a major breach and suffering catastrophic consequences. Objectives and Key Results (OKRs) have emerged as a powerful goal-setting framework used by some of the world's most successful organizations including Google, Amazon, Netflix, and LinkedIn to align teams, drive ambitious outcomes, and measure what matters most . Originally developed at Intel by Andy Grove and popularized by John Doerr who introduced them to Google in 1999, OKRs have transformed how organizations set and execute their strategies . The framework's beauty lies in its simplicity: an Objective is a qualitative, inspirational …  ( 10 min )
    The Complete Guide to ElevenLabs v3: Master Interactive Voice Experiences with Audio Tags
    ElevenLabs v3 represents a paradigm shift in text-to-speech technology. Unlike traditional TTS systems that simply read text aloud, v3 allows you to direct a performance—controlling emotion, pacing, character, and delivery through intuitive text annotations called Audio Tags. Think of it this way: v2 was a voice actor reading your script. v3 is a voice actor performing your script with full directorial control in your hands. This comprehensive guide will take you from beginner to advanced user, with real-world examples, optimization strategies, and practical workflows for every use case. Understanding Audio Tags Getting Started with v3 The Seven Pillars Deep Dive Advanced Techniques Use Case Blueprints Optimization & Best Practices Troubleshooting Common Issues API Implementation Audio Tag…  ( 25 min )
    Bonds in capital market
    The bonds domain within capital markets involves the issuance, trading, and management of debt securities. Bonds are fixed-income instruments that represent a loan made by an investor to a borrower, typically corporate or governmental. Here's an overview of the key concepts and components in the bonds domain: Government Bonds: Treasury Bonds (T-Bonds): Long-term government securities with maturities typically ranging from 10 to 30 years. Municipal Bonds (Munis): Issued by local governments or municipalities to fund public projects. Sovereign Bonds: Issued by national governments in foreign currencies. Corporate Bonds: Investment Grade Bonds: Issued by companies with high credit ratings. High-Yield (Junk) Bonds: Issued by companies with lower credit ratings, offering higher returns to compe…  ( 7 min )
    🧱 Lesson 5  - Working with PostgreSQL (Multi-Database Setup)
    Series: From Code to Cloud: Building a Production-Ready .NET Application https://linkedin.com/in/farrukh-rehman https://github.com/farrukh1212cs Source Code Backend : https://github.com/farrukh1212cs/ECommerce-Backend.git Source Code Frontend : https://github.com/farrukh1212cs/ECommerce-Frontend.git PostgreSQL is a powerful open-source database widely used in enterprise and cloud systems. Our goal today: 🐳 Pull and run PostgreSQL via Docker ⚙️ Add PostgreSQL support in EF Core 🏗️ Create PostgresDbContext and design-time factory 🧱 Run migrations and verify setup 🐳 Step 1 — Pull PostgreSQL Docker Image and Run Container Let’s start by running PostgreSQL locally inside Docker. docker pull postgres Run container docker run -d --name postgres -e POSTGRES_USER=postgres -e POSTGRES_PASSWORD=…  ( 7 min )
    Understanding the Design of Optimizers with me
    Ok, it's midnight during Halloween, and I'm talking about Optimizers. Such a thrill lol. And the goal today is to teach you how AdamW is calculated mathematically, and what the intention is behind its design. So, what is an optimizer in the context of LLMs? First of all, this name to me is rather deceptive. This is actually less of an object and more of a verb/ methodology/ concept. Optimizer is a WAY to update the parameters in our LLMs during training. Specifically, it's how to update each weight value in, for example, our attention matrices or in the linear layer of our MLP layer during backprop. In the simplest form, with "chain rule", we have this classic optimizer called Stochastic Gradient Descent (SGD): θt=θt−1−η∇θL(θt) \theta_t = \theta_{t-1} - \eta \nabla_{\theta} \mathcal{L}(\th…  ( 11 min )
    Building the Classic 2048 Game with HTML5 and JavaScript
    The minimalist yet addictive puzzle 2048 has become a timeless example of simple mechanics meeting endless replayability. Rebuilding it from scratch in modern web standards is not just a fun side project—it’s also a great way to understand HTML5, JavaScript logic, and responsive UI design. In this post, we’ll break down how to recreate 2048 using pure HTML5 and JavaScript, discuss the key concepts behind its smooth performance, and share a playable HTML5 version for reference. At its core, 2048 is a 4x4 grid-based sliding puzzle where numbered tiles merge when they collide with identical numbers. Grid Management: A 2D array tracks the tile positions and values. Movement Handling: Player input (arrows or swipe gestures) triggers a direction-based merge operation. Tile Spawning: After each …  ( 8 min )
    I independently developed three AI tool websites: Architecture, Automation Stack, and Painful Lessons Learned.
    Hello developers! I'm Charlie. I've independently developed three AI tools: TransMonkey, Imgkits, and TeachAny. I'll be sharing my architecture, automation stack, and the real-world challenges I encountered while using these products. 1.Architecture for a solo developer Frontend I use Next.js, React, and Tailwind. I choose them for SEO, reuse, and fast themes. I use MDX for docs and demos. Backend I run serverless functions for burst tasks like translate, generate, and export. I run a job queue and workers for long tasks like OCR, media, and large translations. I store assets and previews in object storage behind a CDN. Data and documents I use Postgres for jobs, quotas, and audit logs. I parse document layout into blocks, lines, and tables to keep structure. I use small embeddings only wh…  ( 12 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Summary CinemaSins serves up its trademark snark in Everything Wrong With Longlegs, poking fun at Nicolas Cage’s off-the-wall performance and those hilariously elongated limbs—all while building buzz for director Osgood Perkins’s upcoming thriller, Keeper. They tally every “sin” in rapid-fire style, squeezing it all into a sub–24-minute roast session. True to form, the video description doubles as a promo blitz: links to their YouTube channels, social media hangouts (Discord, Reddit, Instagram, TikTok), a sinful poll, Patreon support, and a roll call of their writing squad. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    TL;DR CinemaSins is tearing into what they call one of the year’s best genre flicks—“Sinners”—and tossing out playful “sins” in under 15 minutes, Halloween vibes included. It’s part roast, part love letter, and totally tongue-in-cheek. They’re also pimping their empire: check out their main site, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), join the sinful poll, support them on Patreon, hop into Discord and Reddit, and follow on Instagram, TikTok and more—even Jeremy’s got a book out. Happy sinning! Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage TL;DR Predator 2 trades Schwarzenegger’s jungle for Danny Glover’s mean streets of ’90s L.A., pitting him against a souped-up Predator in the middle of a brutal heat-and-crime wave. It ditches some original perks but adds Gary Busey chaos and a slick urban spin that keeps things fresh. If you’re not hung up on seeing the exact same movie twice, this sequel delivers plenty of trashy thrills and ’90s nostalgia—exactly the kind of guilty-pleasure ride you’d expect from a “Caravan of Garbage” review. Watch on YouTube  ( 6 min )
    Cách viết bài chuẩn SEO website lên top Google - Bí quyết để tăng truy cập và doanh thu
    Cách viết bài chuẩn SEO website lên top Google – Bí quyết để tăng truy cập và doanh thu Trong kỷ nguyên số hiện nay, tối ưu hóa SEO và tạo nội dung chuẩn SEO là yếu tố then chốt giúp website phát triển bền vững. Viết bài chuẩn SEO không chỉ nâng cao thứ hạng Google mà còn gia tăng khách hàng tiềm năng, thúc đẩy doanh thu và xây dựng thương hiệu uy tín. Dưới đây là cách viết bài chuẩn SEO website lên top Google một cách bài bản và hiệu quả. Trong thế giới kỹ thuật số, SEO là yếu tố không thể thiếu trong chiến lược marketing online. Nội dung chuẩn SEO là trái tim giúp website khớp với thuật toán Google một cách tự nhiên. Viết bài đúng chuẩn SEO sẽ mang lại lợi ích như tăng thứ hạng, nâng cao giá trị thương hiệu và thu hút lưu lượng truy cập tự nhiên. SEO là quá trình tối ưu hóa website để…  ( 10 min )
    This tool help me build next js admin only 5-minutes
    So, I've been building admin panels, management systems, and information systems for companies for about 2 years now. You know the struggle - you need to show clients something quickly, but setting up everything from scratch takes forever. I was using FilamentPHP for a while. It's honestly great - super easy to set up, fast to build with, and has tons of features. But here's the annoying part: every time I needed to show a client a demo, I had to publish it to my VPS. That meant paying for hosting just to show them a few pages. It was eating into my margins. I kept thinking, "Wouldn't it be nice if we had something like Filament, but for JavaScript? Then I could just deploy demos to Vercel for free." So... I built it. Let me show you what I came up with. ShadPanel is basically a CLI tool t…  ( 11 min )
    How the Flex-Basis Property Works in CSS Flexbox
    When working with Flexbox layouts, you might want one element — like a sidebar — to stay fixed while another area stretches to fill the rest. The flex shorthand property lets you control that with precision. Here’s how flex: 0 0 255px achieves it. flex: 0 0 255px Means flex: 0 0 255px; /* sidebar stays fixed */ Broken down: flex-grow: 0 → the sidebar will not grow to take up extra space. flex-shrink: 0 → the sidebar will not shrink if the container gets smaller. flex-basis: 255px → the sidebar’s starting (and effectively final) width is 255px. Before applying flex: 0 0 255px flex-grow: 0 prevents the sidebar from expanding. flex-shrink: 0 prevents it from collapsing. flex-basis: 255px sets its exact width.  ( 6 min )
    What is Aardvark Security Agent Launched by OpenAI?
    Aardvark is an autonomous security agent developed by OpenAI, currently in private beta. It functions as an "agentic security researcher" designed to continuously hunt, validate, and help patch vulnerabilities in software codebases. Specially tasks like understanding code, testing them and even suggesting fixes. Think of it like hiring a really smart security expert who never gets tired and can review your entire codebase constantly. Powered by next-generation AI technology, Aardvark operates more like a human security expert than a traditional security tool, using advanced reasoning to analyze code, identify exploitable vulnerabilities, and even suggest patches. For development teams and enterprises managing complex codebases, Aardvark represents a significant shift in how security vuln…  ( 10 min )
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    Hacktoberfest 2025 — My First Time as a Contributor 😼 Aylen Tejas ・ Nov 3 #devchallenge #hacktoberfest #opensource  ( 5 min )
    Finding Today's Changed Files: A Quick Python Script for File Uploads
    My friend recently asked me for help with a common problem: they needed to upload files to a remote server, but didn't want to upload everything—just the files that had changed today. Manually checking modification dates for dozens of files? Not fun. So I wrote a quick Python script to solve it. When you're syncing files to a remote server, uploading everything is inefficient and time-consuming. You really only need the files you've modified today—whether that's code you've been working on, documents you've edited, or data files you've processed. This get_latest_files_by_today() function scans a folder and returns only the files modified today, sorted with the most recent first: def get_latest_files_by_today(folder_path: str) -> list: It's straightforward: Validates the folder path to avo…  ( 7 min )
    Pushing Python to 20,000 Requests Sent/Second
    Can you send 20,000 requests per second from a single Python application? That's over 1.2 million a minute and nearly 2 billion a day. Most developers would say no. Python is great, but it isn't known for that kind of raw network performance. I wanted to test that assumption. This article shows how I combined an async Python script with a Rust-based library and deep OS-level tuning to achieve that number. The full code and test setup are available on GitHub. https://www.youtube.com/shorts/fAEk7pAiQ54 The Right Tool for the Job: rnet A key advantage of rnet is its robust TLS configuration, which is effective at bypassing Web Application Firewalls (WAFs) like Cloudflare that often challenge standard Python clients. The Code: A Simple Async Worker # From send_request/rnet_test.py async def ru…  ( 8 min )
    Vercel統合Neonでブランチ制限に達した話と対処方法
    問題の発覚 Vercelでプレビューデプロイを実行したところ、以下のエラーが発生しました: engineer_blog_comments: Create database branch for deployment Branch limit reached. Upgrade your plan or delete unused branches. Neonの無料プランでは、データベースブランチが最大10個までという制限があり、それに達してしまったようです。 VercelとNeonを統合すると、デフォルトで以下のような動作になります: Production環境(本番): メインのデータベースブランチを使用 Preview環境(プレビュー): 各プレビューデプロイごとに新しいブランチを自動作成 つまり、PRを作成するたび、またはプレビューデプロイのたびに、Neon側で新しいデータベースブランチが作成されます。 新しいPRを作成 → プレビューデプロイ実行 Vercelが自動的にNeonブランチを生成(例: preview/feature/r2e-frontend) PRをマージしてもブランチは残る 新しいPRを複数作成 → ブランチが増え続ける 10個に達するとエラー すべてのプレビューデプロイで同じ固定ブランチを使用するように設定することで、新しいブランチが作成されなくなります。 Neon Consoleにアクセス プロジェクト「engineer_blog_comments」を選択 左サイドバーの「Branches」をクリック 「Create Branch」をクリック ブランチ名: preview(任意の名前でOK) 「Branch from」: mainを選択 作成ボタンをクリック 作成したブランチを選択し、Connection DetailsからPOSTGR…  ( 6 min )
    Building Syllabi – Agentic AI with Vercel AI SDK, Dynamic Tool Loading, and RAG
    Building Syllabi – Agentic AI with Vercel AI SDK, Dynamic Tool Loading, and RAG After 6 months of building, I just launched Syllabi – an open-source platform for creating agentic chatbots that can integrate with ANY tool, search knowledge bases, and deploy across channels. TL;DR: Built with Vercel AI SDK, dynamic tool selection (semantic vs. direct), modular skills system, and real-time RAG. It's open-source (MIT) and ready for self-hosting. 🔗 Website: https://www.syllabi-ai.com/ ⭐ GitHub: https://github.com/Achu-shankar/Syllabi Every AI project I worked on needed two things: Answer questions from knowledge bases (RAG) Take actions (send Slack messages, create tickets, call APIs) But building both from scratch is tedious. Existing solutions either lock you into their cloud or don't sup…  ( 14 min )
    Maximizing Crypto Mining Efficiency with Advanced Cooling Solutions
    Cryptocurrency mining has come a long way since its inception, and as the demand for mining power continues to rise, miners are faced with the challenge of managing heat generation. Overheating can lead to hardware failure, reduced performance, and a shorter lifespan of mining rigs. To combat this, innovative cooling solutions like liquid cooling and immersion cooling are stepping in to enhance the mining experience. Liquid Cooling: A Step Up in Efficiency Liquid cooling is a tried-and-true solution for reducing temperatures in high-performance mining rigs. By using liquid to absorb and dissipate heat, this method ensures that mining equipment remains at optimal operating temperatures. Unlike traditional air cooling, liquid cooling is far more efficient in transferring heat away from the c…  ( 7 min )
    If someone told me a few years ago that I would publish 40+ books on AI, coding, automation, and productivity, and many would become bestsellers, I would have laughed. Because I was not a traditional coder!
    What I Learned Publishing Technical Books on Amazon (Without Being a Coder) Jaideep Parashar ・ Nov 3 #books #ai #techtalks #discuss  ( 6 min )
    What I Learned Publishing Technical Books on Amazon (Without Being a Coder)
    If someone told me a few years ago that I would publish 40+ books on AI, coding, automation, and productivity, and many would become bestsellers, I would have laughed. Why? Here’s what this journey taught me, and how anyone (developer or not) can publish meaningful technical books today. 1️⃣ You Don’t Need to Be the “Expert”: You Need to Be the Guide Readers don’t want jargon. When I wrote my first AI and coding books, my goal wasn’t to prove how much I knew; it was to explain what I was learning in a simple, actionable way. People don’t read technical books to admire the author. If you can shorten someone’s learning curve, you’re already valuable. 2️⃣ AI Became My Co-Author, Not My Replacement I used ChatGPT to: structure chapters generate examples explain complex concepts simply create …  ( 9 min )
    Malware analysis - Hancitor Loader
    Stage 1 In our case is very simple, so let's quickly run through it. From the import table, we can see that there's some work with file resources. I immediately thought there must be something there, so I checked it out, and sure enough, we see a base64 string. This is easy to spot because it almost always ends with a double equals sign "==". We also see in the import table an API for working with encryption; we should immediately check what is being passed to it, and very quickly we find a string that we can assume is used for decryption. And that's exactly what happened. All we had to do was take this string and convert it into an SHA1 hash. This will be our decryption key for RC4 decryption. We take the first 5 bytes and pass them to the decryption function. Voilà, we see the standard …  ( 13 min )
    How I Integrated an AI Agent into Free GitLab CI/CD
    How I made Claude write commits and handle Merge Requests — even on GitLab’s free tier Automation used to mean “run my tests and deploy my code.” Now it means “let the AI handle the boring stuff while I focus on the real problems.” Recently, Anthropic published a guide showing how to connect Claude directly to GitLab CI/CD so it can read, fix, and even commit code automatically. Here’s the original documentation: https://docs.claude.com/en/docs/claude-code/gitlab-ci-cd But there’s one challenge — if you’re using the free version of GitLab, you’ll need to wire things together yourself. That’s exactly what I did. To make Claude interact with GitLab, I used two components: An MCP server – a middleware that allows AI agents to safely talk to external APIs. For GitLab, there’s a ready-made module: @zereight/mcp-gitlab. A webhook handler – a lightweight FastAPI service that listens for GitLab events (new issues, comments, MRs) and triggers the AI workflow. I open-sourced my implementation here: https://github.com/Devs-Infrastructure/gitlab-hooks-api (Bonus: includes a method to register hooks across every project in a GitLab group.) On average, each task costs about $1 in Claude API usage — mostly due to code scanning. Occasionally, the CI pipeline behaves unpredictably: the agent might forget to commit changes or stop mid-task. Still, this kind of automation is becoming a core part of modern development. The agent handles repetitive chores so humans can focus on design, logic, and innovation. Switch to Cursor CLI – it’s not only more stable and better at model selection, but its basic subscription already includes a generous token allowance and native MCP support, so you can integrate AI workflows without worrying about API limits. Add loop control – restrict the number of iterations the agent can run to avoid runaway tasks. Run post-checks after the agent finishes: bash npm run lint --fix npm test git add . && git commit -m "AI fixes" && git push  ( 6 min )
    Hacktoberfest 2025 — My First Time as a Contributor 😼
    ✨ Hacktoberfest 2025 — My First Time as a Contributor ✨ Ahoi!! Well, where to start? It was my first time joining Hacktoberfest, and honestly, I joined a bit late — but I was determined to earn that Super Contributor badge. I contributed to projects as curious as one with a button that literally did nothing but gave you motivational quotes (the-button-that-does-nothing), all the way to a “Word-like” collaborative editor built with React (CollabSpace). Here are a few examples of what I worked on with lots of joy n.n At first, I noticed that most of the issues labeled hacktoberfest were already taken. Then I saw something interesting — some people created their own issues and assigned them to themselves. That was the key: proactivity. So I started checking out projects, seeing…  ( 7 min )
    Accessible Multi-level Menu Plugin for Bootstrap
    FlyoutMenu: a jQuery plugin for Bootstrap 5 that handles multi-level navigation menus with RTL support and dark mode integration. Key features: Unlimited menu nesting depth with automatic viewport edge detection Automatic RTL/LTR detection from dir attributes Touch device support that switches from hover to click interactions Bootstrap theme system integration with CSS variable-based dark mode Complete keyboard navigation with ARIA attributes for screen readers JSON initialization or HTML enhancement modes The plugin weighs about 8 KB total (minified CSS + JS) and requires jQuery 3.7+, Bootstrap 5, and Bootstrap Icons. Works well for e-commerce category trees, multi-language applications, dashboard navigation, or any interface that needs organized hierarchical menus without pulling in a large framework. 👉 Blog Post 👉 GitHub Repo 👉 Live Demo  ( 6 min )
    Everything You Need to Know About Single Mode Fiber Optic Cable
    What is Single Mode Fiber? Basic Introduction to Single Mode Fiber Optic Cable Fiber optics are an indispensable part of modern communication networks, playing a vital role in signal, data, and network transmission. Fiber optic single mode serves as the core transmission medium for long-distance, high-capacity optical communication networks. Its original design aimed to address the modal dispersion issue in multimode fibers: when optical signals travel through multimode fibers, light waves of different modes spread due to varying propagation paths, causing signal pulse broadening and limiting transmission distance and speed. Single Mode Fiber Optic Cable achieves its performance by reducing the core diameter to 8–10 μm (approximately 1/10 the thickness of a human hair), allowi…  ( 16 min )
    The Surprising Twist Behind Alphabet’s Moonshot Spinouts (And What Every Innovator Gets Wrong)
    What if the secret to breakthrough innovation isn’t more budget, but less bureaucracy? Alphabet, the $1.6 trillion juggernaut behind Google, is rewriting the rules of corporate innovation—and their latest move might shock the boardroom traditionalists. While rivals desperately micromanage their "moonshot" bets in-house, Alphabet is quietly launching these wild ideas as independent startups—handing employees major equity and startup-level autonomy. The goal? Supercharge incentive, cut clunky oversight, and finally outpace the innovation drag that haunts most big companies. Why Alphabet Spun Its Own Model For years, Alphabet’s moonshots—from self-driving cars to internet balloons—suffocated inside the mother ship. But over the last 2-3 years, the playbook changed. Instead of hoarding wild be…  ( 7 min )
    Infinite Worlds, Perfect Recall: AI's Leap in Simulated Reality
    Infinite Worlds, Perfect Recall: AI's Leap in Simulated Reality Tired of AI simulations that drift, diverge, and ultimately become useless? Imagine designing a virtual environment for testing autonomous vehicles or training robots, only to find that each run produces wildly different, unreliable results. This inconsistency stems from imperfections in how AI models represent and predict the evolution of these simulated worlds. Introducing a new approach: Geometrically-Regularized World Models. The core idea is deceptively simple: force the AI's internal representation to respect the spatial relationships of the environment. By ensuring that points close together in the virtual world remain close in the AI's 'mind', we dramatically improve the model's ability to accurately predict future s…  ( 7 min )
    FG-CLIP 2: A Bilingual Fine-grained Vision-Language Alignment Model
    How a New AI Can See and Speak Both English and Chinese Like a Human Ever wondered how a computer could describe a photo in two languages at the same time? Scientists have built a fresh AI called FG‑CLIP 2 that not only recognizes what’s in an image but also matches every tiny detail—like the color of a shirt or the position of a cat—to words in both English and Chinese. This breakthrough opens doors for smarter search engines, better accessibility tools, and more natural cross‑cultural apps. In the future, your phone could understand and describe the world around you in any language, making communication smoother for everyone. Read article comprehensive review in Paperium.net: FG-CLIP 2: A Bilingual Fine-grained Vision-Language Alignment Model 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 17 min )
    The Design Innovations of NopGraphQL: From API Protocol to a General-Purpose Information Operation Engine
    In modern software architecture, APIs are the core nexus connecting frontends and backends, and services to one another. For a long time, REST has dominated API design as the de facto standard, but its inherent "push-based" information model has increasingly shown its limitations when faced with complex frontend requirements. GraphQL, proposed by Facebook, was seen as an alternative, yet most implementations still position it as "just another API protocol," failing to fully unleash its potential. The Nop platform offers a fundamental reinterpretation of GraphQL—it is no longer a transport protocol on par with REST, but a universal engine for information decomposition, composition, and dispatch. This design not only delivers significant benefits in engineering practice but also mathematical…  ( 12 min )
    Code, community, and copilot. AI is changing the way we contribute
    This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles Hacktoberfest is always one of my favourite times of year. It's a month filled with learning, sharing, and connecting through open source. Every year, I try to dive into a few new projects, meet new communities, and stretch my technical skills. This year, my main contribution highlights were to Appwrite, ToolJet, and for the first time, Home Assistant's Core, and I learned tonnes along the way. One of the things I love most about open source is how it forces you to learn by doing. Each project has its own way of working, its own tech stack, and its own community culture. Appwrite, for instance, has such a rich and well-documented environment that made it a great place to dive deep into backend system…  ( 8 min )
    Adding Metrics as You Write Your Logs in Node.js
    When building production applications, observability is crucial for understanding system behavior, diagnosing issues, and optimizing performance. However, metrics collection is often treated as an afterthought, bolted onto applications only when problems arise or when someone remembers to add instrumentation. This creates a challenge: by the time you realize you need metrics, you may have already missed critical data points during development and testing phases. More importantly, it separates metrics from logs conceptually, even though they often represent the same events from different perspectives. Logs and metrics are two sides of the same coin. When you log that a request was processed, you might also want to track how many requests per second your system handles. When you log an error…  ( 9 min )
    "Building Mind’s Eye & BinFlow: Architecting Web4’s Temporal Intelligence Layer"
    published: true https://dev-to-uploads.s3.amazonaws.com/uploads/articles/placeholder.png This is my submission for the 2025 Hacktoberfest Writing Challenge: Maintainer Spotlight During Hacktoberfest 2025 I focused on building Mind’s Eye and BinFlow, two interconnected open-source systems designed to make computation time-native. Delivered: ✅ BinFlow Core (Time-Labeled Binary Framework) ✅ Mind’s Eye (Perceptual AI Layer Visualizer) ✅ FlowSheet (Multi-Language Orchestrator) ✅ Documentation & Architecture Guides ✅ Web4 demo node ready for public tests GitHub (coming Nov 2025): [https://github.com/SAGEWORKS-AI/mindseye-binflow](https://github.com/SAGEWORKS-AI/mindseye-binflow) Modern AI and blockchain systems operate as isolated islands: AI interprets data without verifiable memory, while …  ( 8 min )
    Building LAW-T: Creating a Time-Native Programming Language from Scratch
    Building LAW-T: Creating a Time-Native Programming Language from Scratch This is my submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles I spent Hacktoberfest 2025 building LAW-T, a programming language where every line of code has a cryptographic timestamp. The result: perfect reproducibility, time-travel debugging, and a new way to think about code provenance. What I shipped: ✅ Working interpreter (Python, 300 lines) ✅ Time-Labeled Binary (TLB) system ✅ 10+ example programs ✅ Complete documentation ✅ Open source on GitHub Try it now: curl -sSf https://lawt.dev/setup.sh | bash python lawt.py run examples/factorial.law Have you ever debugged a production issue and thought: "I wish I could see exactly what code ran, when it ran, and with what data"? I have. H…  ( 13 min )
    Shoring up global supply chains with generative AI
    Shoring up global supply chains with generative AI Blog Post: Title: Shoring up global supply chains with generative AI Introduction: The COVID-19 pandemic has exposed the vulnerabilities of global, interconnected supply chains. National lockdowns triggered months-long manufacturing shutdowns, leading to widespread supply shortages and cost spirals. The mass disruption across international trade routes has rendered traditional inventory planning and forecasting tools useless. In this blog post, we will explore how generative AI can help shore up global supply chains and prepare for future disruptions. The Impact of COVID-19 on Global Supply Chains: The COVID-19 pandemic has had a significant impact on global supply chains. The pandemic has disrupted international trade routes, leading to…  ( 7 min )
    NPM: Package Management Made Easier
    Let's talk Package Management!! Imagine a world where you can run a single command line and have everything installed and ready to go. No need to download and set up libraries manually one by one. Sounds simple and resourceful, right? Well, I'm here to tell you that is exactly what npm does for you! What is 'npm'? Created in 2010 by Isaac Z. Schlueter, npm is currently the largest software registry in the world, making thousands of packages available for easy reuse. What does 'npm' do? As you know, JavaScript is what we use to power web browsers, just like this one. All the user interactivity, like clicking buttons and searching in a search bar, is powered by JavaScript. Node.js allows us to run JavaScript on our computers, outside of the browser. And when you install Node.js, one of th…  ( 8 min )
    Guided Project - Azure Files and Azure Blobs
    Getting Started with Azure Storage: A Lab for Building a Lightweight Azure Storage Environment for Prototyping and Training. Scenario: In our IT department, we needed a simple and flexible way to prototype storage scenarios and train new personnel. The goal was to create a lightweight Azure configuration that could be easily modified, didn’t require backup or recovery, and offered a low-cost solution for temporary data. This blog post walk you through the setup I used, including key concepts and configuration steps. What Is Azure Storage? What Is a Resource Group? Why Use Locally-Redundant Storage (LRS)? Security and Networking Goals Enforce secure transfer using TLS 1.2 Disable shared key access while the storage is idle Enable public network access for training flexibility What You'll Se…  ( 8 min )
    Title: Unveiling the New Uniform of the F-16 Fighter Pilots: A Tribute to the Ultimate War Machine
    Title: Unveiling the New Uniform of the F-16 Fighter Pilots: A Tribute to the Ultimate War Machine The United States Air Force (USAF) has recently unveiled the new uniforms for its F-16 fighter pilots. This new design is a tribute to the iconic F-16 fighter jet that has been serving the military branch for decades. The F-16, also known as the Falcon, is a highly advanced and versatile aircraft that has seen action in numerous conflicts and operations. The new uniforms are a reflection of the USAF's commitment to honoring the legacy of the F-16 and its pilots. The design features a combination of traditional and modern elements, with a nod to the Falcon's distinctive red and white color scheme. The uniforms also incorporate the latest technology and materials, ensuring that the pilots are…  ( 7 min )
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    Top Cybersecurity Certifications to Boost Your Career
    Cybersecurity is one of the fastest-growing fields in the world today. Every year, more companies face threats that put their data, reputation, and customer trust at risk. As these threats grow, so does the demand for skilled cybersecurity professio...  ( 8 min )
    A Beginner’s Guide to Automation with n8n
    Automation has become one of the most valuable skills for any technical team. It helps eliminate repetitive work, speeds up business operations, and lets you focus on creative or strategic tasks. Whether it’s moving data between apps, triggering act...  ( 9 min )
    How to Manage Python Packages with uv
    Python package managers let you install and manage dependencies—like NumPy, pandas, and so on—right from your terminal. In this article, you will learn how to use uv—an extremely fast Python package manager. Prerequisites To get the most out of this ...  ( 6 min )
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    Solana's SOL Bleeds Nearly 20% Since ETF Debut Despite 'Very Solid' Inflows
    The weak action happened despite SOL exchange-traded products booking their second strongest weekly inflow on record driven by the new ETFs, CoinShares said.  ( 30 min )
    Ripple Acquires Crypto Wallet Firm Palisade to Expand Institutional Payments Business
    With the acquisition, Ripple aims to provide quickly-deployable wallets to boost fintech and corporate crypto payments, president Monica Long said in an interview.  ( 29 min )
    SUI Token Drops 9% as Institutional Selling Hits Harder Than Broader Crypto Market
    Volume jumped 628% as SUI sliced through key support, then bounced — without buyer conviction.  ( 30 min )
    Chainlink Drops 10% Amid Crypto Selloff; New Rewards Program Unveiled
    The oracle network's token hit its weakest price since the October 10 crash, breaking key support levels after multiple failed breakout last week.  ( 30 min )
    Stellar Holds the Line at $0.277 as Buyers Defend Key Support Zone
    XLM steadies after a sharp 5.5% sell-off, with traders watching the $0.277 level as the critical line between recovery and renewed downside pressure.  ( 30 min )
    ICP Slides 5.5% as Bulls Lose Momentum After Volatile Session
    The token climbed to nearly $4.30 late on Sunday, before tracking downward throughout Monday.  ( 29 min )
    Hedera’s HBAR Slides 5% as $0.19 Support Crumbles, Traders Eye Technical Reversal
    Hedera token breaks key technical level amid volume surge, though late-session reversal signals emerge.  ( 30 min )
    BONK Tumbles as Meme Token Breaks Support, Tests Key Lows
    BONK slid to $0.00001232, breaking through critical support as sales pressure swept through Solana-linked meme tokens.  ( 29 min )
    Polkadot Slumps as Bears Break Key Support at $2.87
    Heavy institutional selling pressure triggered a technical breakdown in DOT.  ( 29 min )
    Bitcoin Slides Below $106K as Cryptos Tumble, Nearing October Crash Lows
    The downturn in prices rippled across derivatives markets, liquidating over $1 billion in leveraged trading positions across all digital assets Monday, CoinGlass data showed.  ( 30 min )
    Strive Proposes High-Yield Preferred Stock to Expand Bitcoin Holdings
    The preferred shares, dubbed SATA, are set to carry an initial 12% annual dividend, payable monthly in cash.  ( 30 min )
    Toncoin Falls as Nasdaq Flags Rule Violation in $273M Purchase by Major Holder
    Nasdaq reprimanded TON Strategy, a major holder of TON, for failing to obtain shareholder approval before issuing stock to finance a $272.7 million purchase.  ( 30 min )
    AI Payments Startup Kite Debuts Token With $263M Trading Volume in First Two Hours
    The blockchain firm’s native token debuted Monday with strong activity on Binance and Korean exchanges, following a $18 million Series A raise in September.  ( 29 min )
    Donut Labs Raises $15M Seed Funding to Build AI-Powered Crypto Trading Browser
    Donut Labs has now raised $22 million across a pre-seed and seed funding round in the last six months.  ( 29 min )
    Strategy’s Bitcoin Engine Hits New Phase With S&P Nod, Canaccord Says
    The broker said the company's full-cap bitcoin strategy is maturing, as preferred equity drives accretion and a new S&P credit rating expands its investor base.  ( 29 min )
    Tharimmune Stock Gains 30%, on $540M Capital Raise to Build Canton Coin Treasury Strategy
    The nanocap biotech firm is pivoting into digital assets with a $540 million raise to build a canton coin–based treasury, backed by DRW and Liberty City Ventures.  ( 30 min )
    Tom Lee's BitMine Immersion Acquires Additional $300M in Ether, Bringing Holdings to $13.7B
    The company's 3.4 million of ETH tokens represents just shy of 3% of the total supply.  ( 29 min )
    CoinDesk 20 Performance Update: Internet Computer (ICP) Surges 35% as Index Declines
    Sui (SUI) fell 8.6% and Cronos (CRO) dropped 7.9% over the weekend.  ( 26 min )
    Michael Saylor's Strategy Added $45M in Bitcoin to Holdings Last Week
    The firm mostly funded the fresh buys with sales of common stock.  ( 28 min )
    BNB Slides 6% as Price Breaks Below Key $1,080 Support Level
    The breakdown occurred during a broader crypto market downturn, with BNB's move possibly reflecting spillover effects from the decline.  ( 30 min )
    Stablecoin Developer Standard Money Raises $8M to Support Mainnet Rollout
    The strategic investment round was led by Yzi Labs and included participation from Gate.io, Crypto.com, and Animoca Brands.  ( 28 min )
    Ripple Expands U.S. Institutional Offering With Introduction of Digital Asset Spot Prime Brokerage
    Ripple Prime offers OTC spot trading for major cryptocurrencies including XRP and RLUSD.  ( 29 min )
    Cipher Mining Surges 19% $5.5B Amazon Web Services HPC Deal
    The crypto miner is pushing deeper toward AI infrastructure with AWS lease, new West Texas data center plans.  ( 30 min )
    Bernstein Hikes Bitcoin Miner Targets as AI Infrastructure Play Continues to Gain Momentum
    Wall Street broker Bernstein said bitcoin miners are fast becoming an essential part of the AI value chain.  ( 30 min )
    Shiba Inu Slides 5% Despite Token Burn as BTC Drops Below 200-day Average
    Shiba Inu shows relative weakness versus broader crypto markets despite late-session bounce, with token burns failing to offset selling pressure during volatile trading.  ( 31 min )
    Banco Inter, Chainlink Power Real-Time CBDC Trade Settlement Between Brazil and Hong Kong
    The pilot, part of Brazil's Drex initiative, used Chainlink's infrastructure to connect Brazil's Drex network with Hong Kong's Ensemble platform.  ( 29 min )
    Bitcoin Network Hashrate Hit Record High in October, JPMorgan Says
    The monthly average network hashrate, a proxy for competition in the industry and mining difficulty, rose 5% to 1,082 EH/s.  ( 28 min )
    Crypto Markets Today: BTC Wilts After First Red October Since 2018
    Charts indicate growing risk of a deeper decline to $100,000 or below, with consistent bias for put options in the options market.  ( 31 min )
    Zcash Overtaking Monero Market Cap Points to Privacy-Coin Power Shift
    Zcash's market cap rose to as high as $7.2 billion, while Monero's held around $6.3 billion.  ( 30 min )
    Bitcoin Drop May Be Warning for Stocks: Crypto Daybook Americas
    Your day-ahead look for Nov. 3, 2025  ( 38 min )
    IREN Soars 30% After Inking $9.7B AI Cloud Deal With Tech Giant MicroSoft
    The deal is indicative of how miners’ once-volatile hardware fleets are increasingly viewed as strategic compute assets, bridging the gap between blockchain and AI.  ( 29 min )
    Dogecoin Breakdown Deepens, $0.18 Support Snaps as Whales Offload 440M Tokens
    Analysts warn that sustained trading below $0.18 could lead to a drop toward $0.07, while defending this level might spark a recovery.  ( 30 min )
    Animoca Brands Files For Nasdaq Listing Via Reverse Merger
    The merger aims to expand Animoca's investor base and enhance access to its digital assets and growth companies.  ( 28 min )
    Berachain Halts Network to Contain Balancer-Linked Exploit, Conduct ‘Emergency Hard Fork’
    The pause allows developers to roll out an emergency hard fork aimed at isolating compromised contracts and recovering affected assets before resuming operations.  ( 31 min )
    Standard Chartered CEO Sees Hong Kong Stablecoin as Pivotal For International Trade Settlement
    At FinTech Week, the Standard Chartered CEO said Hong Kong’s digital asset pilots, including HKD-backed stablecoins and tokenized deposits, could transform cross-border trade, as regulators unveiled new rules allowing shared order books for crypto exchanges.  ( 30 min )
    HIVE Digital's Mining Capacity Hits 23 EH/s as Bitcoin Output Funds AI Shift
    The company is converting parts of its mining footprint into AI-ready data centers, including a site in Grand Falls, New Brunswick, that could support 25,000 GPUs.  ( 30 min )
    Miners, Robinhood Earnings and Interest-Rate Decisions: Crypto Week Ahead
    Your look at what's coming in the week starting Nov. 3.  ( 34 min )
    Balancer Hit by Apparent Exploit as $70M in Crypto Moves to New Wallets
    The affected funds include 6,850 osETH, 6,590 WETH, and 4,260 wstETH, blockchain data analyzed by CoinDesk showed.  ( 28 min )
    BTC’s 'Indecision' Problem: Here's What the Market Is Trying to Tell Us
    BTC's monthly chart shows indecision at record highs.  ( 30 min )
    Swiss Crypto Bank AMINA Secures MiCA License in Austria
    The Swiss banking group’s Austrian subsidiary, AMINA EU, will spearhead a European market launch and accelerated expansion into the trading block.  ( 30 min )
    Trump Tells CBS News He 'Doesn't Know' Who Binance's CZ Is, Claims He Was a Victim
    The founder of Binance was "treated really badly" by the Biden administration, President Trump said during an interview.  ( 28 min )
    Why Did Fed Inject $29.4B in Liquidity And What Does it Mean For Bitcoin?
    While the move helps avoid potential liquidity crises that could damage financial markets, it falls short of being as stimulative to risk assets as the Fed's other moves, such as QE.  ( 33 min )
    Dogecoin, Cardano Lead Selloff on Profit-Taking, Gold Pulls Back as China Ends Tax Rebate
    Meanwhile, bitcoin selling by long-term investors has tripled since June, as buyers who entered near $93,000 take profits.  ( 31 min )
    DOGE Falls to $0.18 as Long-Term Holders Exit, 'Death Cross' Price Action Appears
    The decline came amid a deteriorating technical backdrop and increased selling activity across large wallets.  ( 31 min )
    XRP Chart Turns Neutral, Repeated $2.55 Rejections Define Next Breakout Zone
    Traders are closely monitoring the $2.49 support level, as sustained closes below could lead to further declines.  ( 31 min )
    Asia Morning Briefing: Cautious Calm Returns to BTC Markets as Traders Rebuild Risk
    BTC holds near $110K and Ethereum trades around $3,900 as liquidations ease and market makers report clients slowly re-entering risk after the Fed-driven selloff.  ( 31 min )
  • Open

    x402 Protocol Explained: Inside the HTTP's Native Payment Layer
    A deep dive into x402: the HTTP-based payment standard that lets APIs and apps charge, verify, and settle natively on the web.  ( 10 min )
  • Open

    The State of AI: Is China about to win the race?
    The State of AI is a collaboration between the Financial Times & MIT Technology Review examining the ways in which AI is reshaping global power. Every Monday for the next six weeks, writers from both publications will debate one aspect of the generative AI revolution reshaping global power. In this conversation, the FT’s tech columnist…  ( 24 min )
    The Download: gene-edited babies, and cleaning up copper
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Here’s the latest company planning for gene-edited babies The news: A West Coast biotech entrepreneur says he’s secured $30 million to form a public-benefit company to study how to safely create genetically edited…  ( 21 min )
    This startup wants to clean up the copper industry
    Demand for copper is surging, as is pollution from its dirty production processes. The founders of one startup, Still Bright, think they have a better, cleaner way to generate the copper the world needs.  The company uses water-based reactions, based on battery chemistry technology, to purify copper in a process that could be less polluting…  ( 21 min )
  • Open

    Strengthening Our Core: Welcoming Karyne Levy as VentureBeat’s New Managing Editor
    I’m thrilled to announce a fantastic new addition to our leadership team: Karyne Levy is joining VentureBeat as our new Managing Editor. Today is her first day. Many of you may know Karyne from her most recent role as Deputy Managing Editor at TechCrunch, but her career is a highlight reel of veteran tech journalism. Her resume includes pivotal roles at Protocol, NerdWallet, Business Insider, and CNET, giving her a deep understanding of this industry from every angle. Hiring Karyne is a significant step forward for VentureBeat. As we’ve sharpened our focus on serving you – the enterprise technical decision-maker navigating the complexities of AI and data – I’ve been looking for a very specific kind of leader. The "Organizer's Dopamine Hit" In the past, a managing editor was often the final…
    The beginning of the end of the transformer era? Neuro-symbolic AI startup AUI announces new funding at $750M valuation
    The buzzed-about but still stealthy New York City startup Augmented Intelligence Inc (AUI), which seeks to go beyond the popular "transformer" architecture used by most of today's LLMs such as ChatGPT and Gemini, has raised $20 million in a bridge SAFE round at a $750 million valuation cap, bringing its total funding to nearly $60 million, VentureBeat can exclusively reveal. The round, completed in under a week, comes amid heightened interest in deterministic conversational AI and precedes a larger raise now in advanced stages. AUI relies on a fusion of the transformer tech and a newer technology called "neuro-symbolic AI," described in greater detail below. "We realize that you can combine the brilliance of LLMs in linguistic capabilities with the guarantees of symbolic AI," said Ohad El…
    Meet Denario, the AI ‘research assistant’ that is already getting its own papers published
    An international team of researchers has released an artificial intelligence system capable of autonomously conducting scientific research across multiple disciplines — generating papers from initial concept to publication-ready manuscript in approximately 30 minutes for about $4 each. The system, called Denario, can formulate research ideas, review existing literature, develop methodologies, write and execute code, create visualizations, and draft complete academic papers. In a demonstration of its versatility, the team used Denario to generate papers spanning astrophysics, biology, chemistry, medicine, neuroscience, and other fields, with one AI-generated paper already accepted for publication at an academic conference. "The goal of Denario is not to automate science, but to develop a re…
    Developers beware: Google’s Gemma model controversy exposes model lifecycle risks
    The recent controversy surrounding Google’s Gemma model has once again highlighted the dangers of using developer test models and the fleeting nature of model availability.  Google pulled its Gemma 3 model from AI Studio following a statement from Senator Marsha Blackburn (R-Tenn.) that the Gemma model willfully hallucinated falsehoods about her. Blackburn said the model fabricated news stories about her that go beyond “harmless hallucination” and function as a defamatory act.  In response, Google posted on X on October 31 that it will remove Gemma from AI Studio, stating that this is “to prevent confusion.” Gemma remains available via API.  It is also available via AI Studio, which, the company described, is "a developer tool (in fact, to use it you need to attest you're a developer). We’…
  • Open

    First Phase Of Johor Bahru-Singapore RTS Link Trials To Begin In December Without Passengers
    The first phase of testing for the Johor Bahru–Singapore Rapid Transit System (RTS) Link is set to begin in December this year, Transport Minister Anthony Loke revealed. During a RTS Link site visit at the Immigration, Customs and Quarantine (ICQ) Complex in Bukit Chagar earlier, he told reporters that the service’s first train is expected […] The post First Phase Of Johor Bahru-Singapore RTS Link Trials To Begin In December Without Passengers appeared first on Lowyat.NET.  ( 35 min )
    CMF Headphone Pro Lightning Review: A Choose Your Own Adventure Affair
    Following Nothing, CMF recently launched its first pair of over-ear headphones, dubbed the Headphone Pro. The brand emphasises customisation and personalisation as the device’s main highlight, with swappable ear cushions in hues that range from traditional to eye-catching. Of course, looks form only one part of the equation. Much like the company’s other products, the […] The post CMF Headphone Pro Lightning Review: A Choose Your Own Adventure Affair appeared first on Lowyat.NET.  ( 43 min )
    Huawei FreeBuds 7i Pre-Orders Available In Malaysia; Priced At RM329
    Coinciding with the Nova 14 series, Huawei is launching the FreeBuds 7i in-ears. These buds will serve as the successor to last year’s FreeBuds 6i but at a slightly cheaper price point. Design-wise, the FreeBuds 7i takes on a more circular shape, reminiscent of a hockey puck, compared to the 6i’s oval-like shape. Diving deeper […] The post Huawei FreeBuds 7i Pre-Orders Available In Malaysia; Priced At RM329 appeared first on Lowyat.NET.  ( 34 min )
    2026 Toyota Hilux Teased Ahead Of 10 November Launch; Leak Hints At Possible BEV Variant
    Toyota Motor Thailand has released a teaser for the 2026 Toyota Hilux ahead of its official unveiling on 10 November 2025. Shared on the company’s social media platforms, the teaser reveals several design cues of the upcoming pick-up truck. From the teaser, it can be seen that the Hilux features slimmer headlights, revised tail-lights, and […] The post 2026 Toyota Hilux Teased Ahead Of 10 November Launch; Leak Hints At Possible BEV Variant appeared first on Lowyat.NET.  ( 34 min )
    Samsung May Unveil S26 Series On 25 February 2026
    There have been prior reports of the Samsung Galaxy S26 series’ launch potentially being delayed a bit. This, in turn, was blamed on delays on the production of the base and plus models. Said report points to the Galaxy Unpacked event that would unveil these phones happening in March. But a more recent report claims […] The post Samsung May Unveil S26 Series On 25 February 2026 appeared first on Lowyat.NET.  ( 34 min )
    Trump Says NVIDIA’s Most Advanced AI Chips Are Exclusive To The US
    US President Donald Trump has said that NVIDIA’s most advanced Blackwell artificial intelligence (AI) chips will be kept exclusively for American companies. This would effectively barring China and other countries from accessing the technology. In a taped interview aired on CBS’ 60 Minutes and in remarks to reporters aboard Air Force One, Trump said only […] The post Trump Says NVIDIA’s Most Advanced AI Chips Are Exclusive To The US appeared first on Lowyat.NET.  ( 34 min )
    Bolt Rolls Out Instant Early Cash Out For Eligible Drivers
    E-hailing service Bolt announced that it is rolling out Instant Early Cash Out for eligible drivers. This allows them to withdraw their earnings on demand, on any day of the week. While the company claims this reinforces its commitment to drivers’ financial control, it does come with a cost. Said cost depends on the frequency […] The post Bolt Rolls Out Instant Early Cash Out For Eligible Drivers appeared first on Lowyat.NET.  ( 33 min )
    vivo May Launch X300 Ultra Outside Of China
    Last month, vivo unveiled the X300 series in China. At the moment, the flagship lineup comprises two models: a base model and a Pro variant. As with the previous generation, the company will be launching the top-of-the-line Ultra version at a later date. However, it seems that the vivo X300 Ultra may also be making […] The post vivo May Launch X300 Ultra Outside Of China appeared first on Lowyat.NET.  ( 33 min )
    Roblox Pledges To Improve In-Game Safety Measures With AI
    Amid rising talk of a ban by the Malaysian government, popular online game Roblox has pledged to improve safety through AI and human monitoring. Additionally, Youth and Sports Minister Hannah Yeoh stated that the company is willing to work with the Malaysian government, especially regarding data sharing and regulatory compliance. The minister herself confirmed this […] The post Roblox Pledges To Improve In-Game Safety Measures With AI appeared first on Lowyat.NET.  ( 35 min )
    KTM’s ETS 3 Set To Connect KL And JB By Mid-December
    Transport Minister Anthony Loke announced that Keretapi Tanah Melayu Berhad’s (KTMB) Electric Train Service 3 (ETS3), which will connect Kuala Lumpur to Johor Bahru, is in its final stage of preparations ahead of its launch by mid-December. However, the date for the launch of the Kuala Lumpur–Johor Bahru route has yet to be decided. “So, we […] The post KTM’s ETS 3 Set To Connect KL And JB By Mid-December appeared first on Lowyat.NET.  ( 33 min )
    realme C85 Series Launched In Vietnam With 7,000mAh Battery
    realme has launched the newest addition to its C series in Vietnam. The realme C85 lineup comprises two models: the C85 5G and the C85 Pro. Aside from slight variations in dimensions and weight, the two variants also differ in terms of display and processor. Starting with the C85, it sports a 6.8-inch LCD screen […] The post realme C85 Series Launched In Vietnam With 7,000mAh Battery appeared first on Lowyat.NET.  ( 35 min )
    Apple Plans To Launch At Least 15 New Products In 2026
    In his latest Power On newsletter, Bloomberg’s Mark Gurman reported that Apple will be entering into “one of its most pivotal years in recent memory.” On top of the planned rollout of Apple Intelligence, the Bloomberg writer stated that 2026 could be a “make-or-break year on the regulatory front” for Apple with regard to the […] The post Apple Plans To Launch At Least 15 New Products In 2026 appeared first on Lowyat.NET.  ( 36 min )
    Huawei Nova 14 Series Pre-Orders Available In Malaysia; Starts From RM1,299
    Huawei has officially begun accepting pre-orders for its new Nova 14 series smartphones in Malaysia. The lineup consists of three models: the Nova 14, Nova 14 Pro, and Nova 14i. Starting things off, we have the Nova 14, which sports a 6.7-inch FHD+ OLED display and 120Hz refresh rate. It runs on the Kirin 8000 […] The post Huawei Nova 14 Series Pre-Orders Available In Malaysia; Starts From RM1,299 appeared first on Lowyat.NET.  ( 36 min )
    Proton Unveils Official Images Of The 2026 Saga MC3
    Proton has unveiled official images of the Saga MC3 on its social media platforms, just a week after the sedan made its appearance at the 47th ASEAN Summit. These images offer a clear look at the Saga’s exterior and interior, providing more detail than the previously camouflaged model displayed at the event. The sedan is […] The post Proton Unveils Official Images Of The 2026 Saga MC3 appeared first on Lowyat.NET.  ( 35 min )
    HONOR Teases Upcoming Magic8 Pro Launch In Malaysia
    The HONOR Magic8 series was launched in its home market in the middle of last month. The Ultra model even got leaked not too long after. But now, the company’s Malaysian arm is announcing that the Pro model is making its way to our shores. And yes, it’s very specifically the Pro that is mentioned. […] The post HONOR Teases Upcoming Magic8 Pro Launch In Malaysia appeared first on Lowyat.NET.  ( 33 min )
    Ayaneo Drops Teaser For Its First Gaming Smartphone
    China-based company Ayaneo is primarily known for its handheld gaming devices, but it seems that the brand is looking to branch out a little. Recently, the console maker shared a teaser on its YouTube channel for a new product: a smartphone. Unsurprisingly, the company isn’t straying too far from its roots. The Ayaneo Phone is […] The post Ayaneo Drops Teaser For Its First Gaming Smartphone appeared first on Lowyat.NET.  ( 34 min )

  • Open

    I ****Ing Hate Science (2021)
    Comments  ( 9 min )
    Amazon has launched a major global crackdown on Fire Stick piracy
    Comments  ( 24 min )
    Amazon to start blocking sideloaded piracy apps on Fire TVs
    Comments  ( 7 min )
    New Prompt Injection Papers: Agents Rule of Two and the Attacker Moves Second
    Comments  ( 4 min )
    Facts about throwing good parties
    Comments  ( 4 min )
    These Men dove to the Edmund Fitzgerald shipwreck decades ago. Their stories
    Comments  ( 29 min )
    The foods that make you smell more attractive
    Comments  ( 32 min )
    Skeena Indigenous Typeface
    Comments  ( 32 min )
    FurtherAI (Series A – A16Z, YC) Is Hiring Across Software and AI
    Comments  ( 1 min )
    Paris Had a Moving Sidewalk in 1900, and a Thomas Edison Film Captured It
    Comments  ( 22 min )
    William Gass and John Gardner: A Debate on Fiction (1979)
    Comments
    Alleged Jabber Zeus Coder 'MrICQ' in U.S. Custody
    Comments  ( 6 min )
    "You Don't Need Kafka, Just Use Postgres" Considered Harmful
    Comments  ( 9 min )
    Amazon Rivian Electric Delivery Vans Arrive in Canada
    Comments  ( 11 min )
    The modern homes hidden inside ancient ruins
    Comments  ( 13 min )
    'This is the big one' – tech firms bet on electrifying rail
    Comments  ( 22 min )
    MTurk is 20 years old today – what did you create with it?
    Comments  ( 2 min )
    Lisp: Notes on its Past and Future (1980)
    Comments  ( 1 min )
    Friendly Attributes Pattern in Ruby
    Comments  ( 5 min )
    Linux gamers on Steam cross over the 3% mark
    Comments  ( 7 min )
    React-Native-Godot
    Comments  ( 38 min )
    Reproducing the AWS Outage Race Condition with a Model Checker
    Comments  ( 5 min )
    Anti-cybercrime laws are being weaponized to repress journalism
    Comments  ( 21 min )
    Is Your Bluetooth Chip Leaking Secrets via RF Signals?
    Comments
    Cure – Verification-First Programming for the Beam
    Comments  ( 2 min )
    At the end you use Git bisect
    Comments  ( 2 min )
    Objective-C for Windows, including UIKit (public archive). From Microsoft
    Comments  ( 13 min )
    A once-in-a-generation discovery is transforming a Michigan dairy farm
    Comments  ( 11 min )
    How to get the GOT address from a PLT stub using GDB
    Comments  ( 5 min )
    New South Korean national law will turn large parking lots into solar farms
    Comments  ( 11 min )
    "Why don't you use dependent types?"
    Comments  ( 6 min )
    Open-source communications by bouncing signals off the Moon
    Comments  ( 5 min )
    MySafeSpace – Whitehouse.gov
    Comments  ( 7 min )
    Show HN: Anki-LLM – Bulk process and generate Anki flashcards with LLMs
    Comments  ( 55 min )
    Writing FreeDOS Programs in C
    Comments  ( 3 min )
    A prison of my own making
    Comments  ( 2 min )
    X.org Security Advisory: multiple security issues X.Org X server and Xwayland
    Comments  ( 1 min )
    Stop Microsoft users sending 'reactions' to email by adding a postfix header
    Comments  ( 3 min )
    Show HN: Open data reveals “100% renewable” UK energy isn’t really 100%
    Comments  ( 6 min )
    Tongyi DeepResearch – open-source 30B MoE Model that rivals OpenAI DeepResearch
    Comments  ( 17 min )
    How the US is preparing a Caribbean staging ground near Venezuela
    Comments  ( 14 min )
    HyperRogue, the non-Euclidean roguelike, is a mind-melting masterpiece
    Comments  ( 3 min )
    Mock – An API creation and testing utility: Examples
    Comments  ( 2 min )
    Sam Altman wants a refund for his $50k Tesla Roadster deposit
    Comments  ( 7 min )
    Your URL Is Your State
    Comments  ( 8 min )
    Nubeian Translation for Childhood Songs by Hamza El Din
    Comments  ( 5 min )
    Show HN: Auto-Adjust Keyboard and LCD Brightness via Ambient Light Sensor[Linux]
    Comments  ( 5 min )
    Using FreeBSD to make self-hosting fun again
    Comments  ( 2 min )
    Why I love my Boox Palma e-reader
    Comments  ( 5 min )
    Revisiting Interface Segregation in Go
    Comments  ( 8 min )
    Comparison Traits – Understanding Equality and Ordering in Rust
    Comments
    Leaving the Freedesktop.org Community
    Comments  ( 1 min )
    Context engineering
    Comments  ( 8 min )
    GT – Experimental multiplexing tensor framework for distributed GPU computing
    Comments  ( 12 min )
    Intervaltree with Rust Back End
    Comments  ( 6 min )
    Why do AI models use so many em-dashes?
    Comments  ( 7 min )
    CLI to manage your SQL database schemas and migrations
    Comments  ( 7 min )
    PyTorch Helion
    Comments  ( 45 min )
    Machine Scheduler in LLVM – Part II
    Comments  ( 12 min )
    Moving tables across PostgreSQL instances
    Comments  ( 5 min )
    Meta readies $25B bond sale as soaring AI costs trigger stock sell-off
    Comments  ( 6 min )
    Notes by djb on using Fil-C (2025)
    Comments  ( 10 min )
    Yes, you should understand backprop (2016)
    Comments
    Plumbing vs. Internet, Revisited
    Comments
    LM8560, the eternal chip from the 1980 years
    Comments  ( 38 min )
    You Don't Need Anubis
    Comments  ( 2 min )
    Hashtable vs. A-list in Scheme, which to choose?
    Comments
    Knowledge Insulating Vision-Language-Action Models: Train, Run Fast, Generalize [pdf]
    Comments  ( 423 min )
    Crossfire: High-performance lockless spsc/mpsc/mpmc channels for Rust
    Comments  ( 14 min )
    Writing an Asciidoc Parser in Rust: Asciidocr
    Comments  ( 16 min )
    A Few Words About Async
    Comments  ( 32 min )
    Linux and Windows: A tale of Kerberos, SSSD, DFS, and black magic
    Comments  ( 4 min )
    Policy, privacy and post-quantum: anonymous credentials for everyone
    Comments  ( 22 min )
    Why "Everyone Dies" Gets AGI All Wrong
    Comments
    How I Use Every Claude Code Feature
    Comments  ( 23 min )
  • Open

    Introducing Realm9: Solving Enterprise Environment Chaos with AI
    Introducing Realm9: Solving Enterprise Environment Chaos with AI After spending years working with platform engineering teams, I kept hearing the same frustrations: "QA booked the staging environment, but dev team also needs it for a critical demo." "We're spending $60,000/year on Datadog for just 10GB/day of logs." "Our engineers waste 40% of their time managing Terraform changes manually." Sound familiar? That's why we built Realm9 - an AI-powered platform that addresses all three problems in a single, integrated solution. Most enterprise organizations manage 50-200+ environments across development, testing, and production. The coordination nightmare includes: Double-bookings: Two teams book the same environment Idle waste: Environments sit unused while teams wait in queue No visibilit…  ( 10 min )
    The Essential Interfaces Every C# Developer Should Know
    Hello there! 👋🏻 If you use C# on a daily basis, or you code with it for some side projects, you will properly encounter a bunch of interfaces that seem to always be around, like IEnumerable, ICollection, and IDisposable. These are really common to see in almost every codebase, but there are some more hidden gems that you should also learn about, which is what we will be talking about in this post. We'll embark on a journey to understand some of C#'s most essential interfaces so that whenever one comes up, you know exactly why that interface would make sense and how it should be used. IEnumerable & IEnumerator IEquatable IDisposable IComparable IEqualityComparer Wrapping up The sections of this post are NOT related. Assuming you have some knowledge of C#, feel free to skip and rea…  ( 14 min )
    I built a WAF in Golang
    This is my crown jewel of projects, my baby. https://github.com/1rhino2/RhinoWAF/tree/main  ( 5 min )
    Secrets in .NET: Why Strings Are Not Safe (and What to Do Instead)
    Most .NET applications start simple: load secrets from configuration, bind them to IOptions, and pass them around as strings. But here's the uncomfortable truth: strings are the worst possible type for holding secrets. This isn't just about avoiding strings — it's about understanding why they're dangerous, what actually happens in memory, and how to reduce exposure without chasing impossible security guarantees. A string in .NET looks harmless, but for sensitive data, it's a liability waiting to happen. Immutable — once created, it can never be changed or cleared Managed by the GC — you can't control when (or if) it's wiped from memory Interned (sometimes) — the runtime may cache identical strings in a shared pool, meaning they persist beyond your variable's scope Moved during compactio…  ( 13 min )
    ForkQuest - Zork, but you fork the universe
    This is a submission for the Agentic Postgres Challenge with Tiger Data ForkQuest lets anyone build, play, and fork AI text adventures in seconds — powered by Tiger Data’s instant forks, hybrid search, and agentic MCP Concept: A single-page web app (built with Next.js + Vercel) where users create and play a shareable Zork-like text adventure. It's viral: Generate, play, fork to branch stories, share links. ForkQuest repository How it showcases features: Hybrid Search: Players type natural language queries ("find sword in dark cave") → BM25 keywords + vectors retrieve lore/items/NPCs from your game DB instantly. Ranks fuzzy/spelled-wrong searches perfectly. Fast Forks: "Branch Story" button → Zero-copy fork in <1s (even 1GB+ games). Test wild plot twists safely; merge back if liked. Shows fork time/timer for wow factor. MCP Sidebar Chat "Add dragon boss" or "Make puzzle harder" → Agent uses MCP server + Tiger prompts to auto-generate schema inserts/queries/migrations. No SQL needed. Overall Experience Why compelling? Fun, addictive, tweetable ("I forked my apocalypse story!").  ( 6 min )
    Unlocking Developer Revenue: The Future of AI Monetization with Monetzly
    Transforming AI Conversations with Context-Aware Commerce: Meet Monetzly Imagine a world where ads seamlessly integrate into your conversations, enhancing the user experience instead of interrupting it. This is not just a dream; it’s the mission of Monetzly—the first platform designed to empower developers with dual monetization while providing users with contextually relevant suggestions. As AI applications proliferate, one significant challenge looms: monetization. Developers often find themselves stuck between a rock and a hard place, choosing between user experience and revenue generation. Traditional models—like subscriptions and paywalls—can alienate users, while ad placements can feel intrusive. Monetzly changes the game by introducing a developer-first approach to advertising. …  ( 7 min )
    Python basics - Day 18
    Day 18 – Lambda Functions (Anonymous Functions) Project: Build a “Quick Data Transformer” using lambda, map, filter, and reduce. 01. Learning Goal By the end of this lesson, you will be able to: Understand what lambda functions are and when to use them Replace small def functions with concise lambda expressions Use lambda with map(), filter(), and reduce() Apply lambda for sorting and conditional expressions 02. Problem Scenario Imagine you’re working on a data processing app that needs to perform quick operations — squaring numbers, filtering values, or sorting strings — all in one line. Instead of defining a new function each time, you can use lambda functions to simplify your code. 03. Step 1 – What is a Lambda Function? A lambda function is a small anonymous function writt…  ( 8 min )
    Coding Challenge Practice - Question 43
    The task is to implement binary search given a sorted array of ascending numbers, which might have duplicates, to return the element right before the first appearance of a target number. The boilerplate code: function elementBefore(arr, target){ // your code here } The left is the first index of the array, the right is the last index of the array. let left = 0; let right = arr.length - 1; let firstIndex = -1 Find the middle of the array let mid = Math.floor((left + right) / 2) If the target is found arr[mid] === target, the value is stored in result, and the search is continued to the left to see if there's an earlier duplicate. if(arr[mid] === target) { result = mid; right = mid - 1 } If the middle value is smaller than the target, the search is continued to the right else if (arr[mid] < target) { left = mid + 1 } If it is larger, the search is continued to the left. else { right = mid - 1 } If not found, return undefined if (firstIndex === target) return undefined; If the target is the first element, then there's nothing before it if(firstIndex === target) return undefined; The final code function elementBefore(arr, target){ // your code here let left = 0; let right = arr.length - 1; let firstIndex = -1; while (left <= right) { let mid = Math.floor((left + right)/ 2); if(arr[mid] === target) { firstIndex = mid; right = mid - 1; } else if (arr[mid] < target) { left = mid + 1; } else { right = mid - 1; } } if(firstIndex === -1) return undefined; if(firstIndex === 0) return undefined; return arr[firstIndex - 1]; } That's all folks!  ( 7 min )
    Cousin locators in Playwright
    When your page renders multiple instances of the same element or component, your locator strategy needs to reliably be able to target the specific element that our test cares about. Using indexes might not work if the order or count of the elements is not consistent. Using dynamic test IDs (such as edit-${username}-button) can sometimes be complex to create and might be brittle depending on the formatting of the dynamic part of the locator. Using what I call ‘cousin’ locators to help fetch the element you want is a much more robust and reliable solution. In the example below, I want to click the ‘Edit’ button for the user Dawn Summers. If we just try clicking on the edit button like below, the test will fail as there are multiple elements that match that locator. await page.getByTestId(…  ( 7 min )
    How I Built “Batch Toolkit” — A One-Stop Web Utility Site for Developers & Creators
    Hey devs 👋 I’m excited to share a side-project I recently launched: Batch Toolkit — a clean, free web toolkit that bundles many of the small utilities I find myself using again and again: Base64 Encoder/Decoder JSON Formatter Image Converter & Compressor Password & Hash Generators TOTP Generator QR Code & Barcode Generator URL Encoder, Case Converter …and more As a full-stack developer I was constantly hopping between half a dozen tools to do simple tasks like “convert image format”, “generate a secure password”, or “encode a string to Base64”. That felt inefficient. I wanted a single home where I could launch the tool, do the job, and then move on. So I built that home — and if it helps even one other person avoid tab overload, I’ll call it a win. Minimal UI & no login for basic use — get in, get it done. Client-side where possible — many tools run fully in browser, so your data stays local. Categorised navigation — Text Tools, Image Tools, Security Tools, Web & Network Tools — makes it easy to discover the right tool. Built with devs in mind — whether you’re a developer, designer, or content creator, the tools are tailored for tech workflows. I’d love your feedback: Which tool do you use the most? What’s missing from your utility toolbox? Any UX niggles (slow load, awkward UI) you see? If you like what you see, check out Batch Toolkit and bookmark it. If you don’t find something you need — tell me and I’ll try to add it in the next sprint. Thanks for reading, and happy tooling 🎯  ( 6 min )
    AI writes pretty good code these days and it doesn't really matter
    AI Baseline Given that it is impossible to escape conversations about AI, I thought I might as well add to them. I assume that I am not the only one hearing discourse about AI that looks like this: "AI is an incredibly powerful tool, but I'm worried people might use it incorrectly." "Who knows what AI will be able to accomplish in a few years?" "For a text transformer, the output of generative AI is shockingly good." I am definitely in agreement that LLM's can prove a valuable tool, but there are many other developer tools that I consider more valuable (that I will get into) and that do not come with the enormous environmental and societal costs that AI does. I think we as developers should evaluate our relationship with AI in context to our relationship with other tools, and that we oft…  ( 10 min )
    From QA to Indie Dev: My Two Years in Hacktoberfest
    When I joined my first Hacktoberfest, I was purely a QA. At first glance, it might seem like QA specialists don’t have much to do in Hacktoberfest — after all, it’s often seen as a coder’s festival. My Contributions Most of my pull requests went to the free-programming-books I once found useful materials on Godot engine and GDScript in that repository, and now I try to keep it useful for others who are learning just like I did. What I Learned This year, I got an Supercontributor bage, and even made it into the top 10,000 contributors of Hacktoberfest. Hacktoberfest taught me that growth isn’t just about writing more code — it’s about helping others learn, improving shared resources, and believing that your contribution counts. Final Thoughts I hope my story inspires those who still hesitate to join. So, see you next year — because I’m definitely joining again!  ( 6 min )
    The Great Unification: A Journey from CommonJS to ES Modules in Node.js
    There is a quiet revolution happening in our Node.js codebases. It’s not a loud, breaking change that shatters everything in its path, but a gradual, deliberate shift—a migration of thought as much as of syntax. We are leaving the comfortable, familiar shores of CommonJS and setting sail for the standardized world of ES Modules (ESM). For the senior full-stack artisan, this is more than just swapping require for import. It is a journey toward a unified language of modularity, a convergence of the front-end and back-end worlds we straddle. Let's treat this not as a migration guide, but as an appreciation of an evolving artwork. We know CommonJS like the back of our hand. It is the foundation upon which the Node.js ecosystem was built. It’s straightforward, synchronous at its core, and dynam…  ( 9 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less is CinemaSins’ latest rapid-fire roast of Nicolas Cage’s wild antics in Longlegs, with a playful nod to Osgood Perkins’s upcoming thriller Keeper. Expect every nitpick on those absurdly literal long legs and all the head-scratching moments you can imagine, delivered in true CinemaSins style. They’ve also hooked you up with links to their main site, Linktree for all the latest updates, a “sinful” poll, and a Patreon for hardcore fans. Don’t miss their other channels (@TVSins, @commercialsins), join the Discord or Reddit, and follow writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel on social for even more movie-sinning goodness. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is CinemaSins’ playful roast of one of the year’s best genre flicks—packing in Halloween vibes and a rapid-fire tally of sins to prove that even the greatest movies aren’t immune to a little fun ribbing. If you’re hungry for more, check out their website and Linktree for extra content, join the Discord and Reddit communities, fill out their sinful poll, or support the team on Patreon. Don’t forget to follow the writers and channels across Twitter, Instagram, TikTok, and dive into Jeremy’s book for all things CinemaSins. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 (1990) ditches Schwarzenegger’s jungle for Danny Glover patrolling a heat-soaked, crime-ridden LA as he faces off against a souped-up Predator. It loses a few of the original’s familiar beats but delivers a fun, fresh ride—especially if you’re cool with Gary Busey popping up. This breakdown comes courtesy of the “Caravan of Garbage” review, with early vids and bonus podcasts over at bigsandwich.co, plus extended audio on YouTube, social feeds for James & Maso, and merch/podcasts if you’re keen to go deeper. Watch on YouTube  ( 6 min )
    The Siren's Call of Async/Await: A Journey Beyond `try/catch`
    There's a certain artistry to writing asynchronous code in modern Node.js. We've journeyed far from the callback pyramids of old, navigated the limbo of Promise.then().catch() chains, and finally found what felt like the promised land: async/await. It reads like synchronous code. It's beautiful. It's clean. We can almost forget we're dealing with the non-blocking, event-driven heart of Node. But this beauty is a siren's call. It tempts us to ignore the jagged rocks of reality lurking just beneath the surface—the rocks of errors. My fellow senior developer, let's take a journey. Let's not treat this as a lecture, but as a critique of an artwork we're all composing: our codebase. When we first embraced async/await, we were diligent. We built sturdy, if a little clumsy, fortresses around our …  ( 9 min )
    Your Web App Keeps Running in Hidden Tabs — Here’s the Fix
    Have you ever had music continue playing after switching tabs? Modern web apps often continue working unnecessarily when the tab is hidden — leading to wasted resources, wrong analytics, and a worse user experience. This article introduces a lightweight utility that solves that problem cleanly and consistently: @alkeshgupta/tab-visibility Let's deep-dive into why tab visibility matters, how the browser behaves behind the scenes, and how you can leverage it in React or vanilla JavaScript immediately. ⭐ If you find this useful, consider leaving a star on GitHub! When a browser tab goes into the background: Animations keep running Videos continue playing Timers continue ticking API calls keep firing Game loops keep looping This leads to: 🔋 Battery drain 🐌 Performance degradatio…  ( 9 min )
    JetBrains ReSharper for Visual Studio
    Introduction JetBrains ReSharper is an extension for Microsoft Visual Studio that provides numerous features to enhance developer productivity, surpassing that of developers who do not use ReSharper. The purpose here is to introduce developers to several useful features that many developers just starting out with ReSharper may not be aware of and can immediately benefit from. The author feels that ReSharper is a must-have addition to all developers' toolbox/ Also, check out 9 ReSharper Features Every .NET Developer Should Know. Once a developer learns which are the most important features for them, yet may not be used often. Create a GitHub Markdown file, as shown below (see the sample in the source repository), where the last column contains a link to the command documentation. Under …  ( 13 min )
    What Are Tables in Lua in 2025?
    Lua, a versatile and efficient programming language, has long been a favorite among developers for its simplicity and power. One of the most crucial components of Lua is the table, a data structure that supports various programming paradigms. As we dive into 2025, let's explore the intricacies and functionalities of tables in Lua, and how they can be used effectively in your coding projects. Tables in Lua are versatile data structures that act like arrays, dictionaries, and records all rolled into one. They are the only data structuring mechanism in Lua, making them a fundamental part of any program written in this language. A table is created and manipulated using a set of straightforward yet powerful syntaxes. To create a table in Lua, you simply use curly braces {}: myTable = {} This i…  ( 7 min )
    How to Explain Metatables in Lua in 2025?
    Lua is a lightweight, high-level programming language known for its simplicity and efficiency, making it popular in embedded systems, game development, and various software applications. One of the more advanced features of Lua that offers incredible flexibility and power is the use of metatables. In this article, we will explore what metatables are, how they work, and why they are essential for advanced Lua programming in 2025. In Lua, a metatable is a table that defines the behavior of another table with respect to specific operations. Metatables allow programmers to change the default behavior of tables for operations like arithmetic, concatenation, comparison, and more, by setting or overriding metamethods. Metatables are crucial because they provide: Customization: By defining custom …  ( 8 min )
    What Is Lua Used for in Programming in 2025?
    Lua, a lightweight and high-level programming language, has continued to evolve as a crucial tool in the software development landscape by 2025. Despite being created in the early 1990s, Lua's simplicity, flexibility, and efficiency have kept it relevant over the decades. But what exactly is Lua used for in programming today? Let's explore the modern applications of this versatile language. Lua is renowned for its use in game development due to its ease of integration with game engines and its ability to handle complex tasks with minimal overhead. By 2025, Lua remains a popular choice for scripting in large-scale gaming environments: Unity3D and Unreal Engine: These major game engines continue to support Lua scripts, allowing developers to create intricate game mechanics and manage game st…  ( 8 min )
    Ensuring Data Resilience in Modern Application Environments
    In today’s digital economy, application data drives every business operation—from processing customer orders to managing internal analytics pipelines. Yet, despite its critical role, data protection remains one of the most overlooked areas in application lifecycle management. With the rapid shift toward cloud-native architectures and containerized deployments, organizations face new challenges in maintaining data resilience, consistency, and recoverability. Traditional IT environments were relatively straightforward: applications ran on dedicated servers, and storage was tightly coupled with compute. Backups were typically scheduled at the system level, using familiar tools to create disk images or snapshot files. But modern infrastructures have introduced far more dynamic conditions. …  ( 7 min )
    Building a Data-Driven Advantage in Commercial Insurance
    The commercial insurance industry is shifting toward a model where data intelligence defines competitive success. Traditional underwriting methods—dependent on manual reviews and broker-provided spreadsheets—struggle to keep pace with the complexity of modern risk. Insurers and underwriters who embrace data-driven workflows gain not only efficiency but also strategic insight into portfolio performance, risk selection, and market trends. Every underwriting decision is ultimately a data decision. From property valuations to occupancy classifications, the quality and completeness of information determine pricing accuracy and portfolio stability. Yet, many organizations still rely on inconsistent or outdated exposure data, which leads to unpredictable loss ratios and slower quote turnaround …  ( 7 min )
    Helios Engine v0.3.4
    Helios Engine v0.3.4 Helios Engine just got a massive upgrade. Forest of Agents: Multi-agent collaboration with context sharing and task delegation. RAG System: Retrieval-Augmented Generation powered by InMemory or Qdrant vector stores. Feature Flags: Build only what you need with optional local/offline model support. Streaming Support: True token-by-token streaming for remote and local models. Agent System: Define multiple agents with distinct personalities, goals, and tools. Tool Registry: Extensible system for registering and composing custom tools. Session Memory: Persistent conversation state, metadata, and context tracking. Chat Management: Integrated history management and conversation orchestration. Thinking Tags: Automatic model reasoning visualization. Dual Mode: Run in Auto, Online (API), or Offline (local model) modes. File Tools: Search, read, write, edit, and list local files. Web & API Tools: Web scraping, HTTP requests, JSON parsing. System Tools: Shell command execution, system info retrieval, timestamp ops. Text Tools: Search, replace, format, and analyze text. Extensive Suite: 16+ built-in utilities ready for production use. Works with OpenAI, any OpenAI-compatible API, or local models via llama.cpp. Offers HuggingFace integration for local inference. Includes a built-in HTTP server that exposes OpenAI-compatible endpoints. Full control over parameters like temperature, max_tokens, and stop. Built on Tokio for async performance. Type-safe, extensible, and minimal overhead. Functions as both CLI and library crate. Clean and quiet offline output—no debug clutter. Crate: https://crates.io/crates/helios-engine Docs: docs.rs/helios-engine Source: github.com/yourusername/helios-engine  ( 6 min )
    Deep Integration and the Convergence of Model Architecture and Hardware in AI
    Artificial intelligence has entered a stage where the frontier is no longer about bigger models but about more efficient coordination between architecture, data flow, and physical hardware. The next leap forward is coming from co-designed systems, where the boundaries between software optimization, neural topology, and silicon are intentionally blurred. Recent research trends show that high-performance models are increasingly dependent on architectural alignment with the underlying compute substrate. Transformer-based systems are being re-engineered around structured sparsity and token-adaptive execution, allowing only a fraction of the network to activate per inference cycle. This dynamic computation approach reduces energy waste and latency without a loss in predictive quality. It reflec…  ( 7 min )
    Strengthening Active Directory Security Through Continuous Monitoring and Rapid Recovery
    Modern enterprises depend on their directory services to manage access, enforce policies, and secure user identities. Active Directory (AD) and Entra ID sit at the heart of this infrastructure, making them prime targets for cyber adversaries. Unfortunately, many organizations still rely on periodic audits or manual reviews to monitor these systems—a reactive approach that leaves them exposed to sophisticated, stealthy intrusions. To maintain a secure identity environment, businesses must transition from periodic to continuous monitoring, coupling it with rapid recovery capabilities that minimize downtime when breaches occur. Security breaches often go undetected for weeks because subtle changes within AD environments are difficult to spot without automation. Every password reset, group mod…  ( 7 min )
    Claude Code for Growth Marketing (Hell Yeah!)
    Below I’ll explain what they built, why it matters, and how you can copy the patterns without a big team (with only Claude Code). Who is they you are asking? Well, Anthrophic! Read their full document here. They focused on four practical automations: automatic Google Ads creative generation, a Figma plugin for mass creative production, a Meta Ads MCP (Model Context Protocol) server for campaign pull, and a simple memory system - I personally recommend basic-memory for such use cases. Each automation handles a specific pain point. For Google Ads, the heavy lift is generating many compliant variations, then testing them. Ads have strict character limits, and manual creation is slow and error prone. The Claude Code workflow reads a CSV of past ads and metrics, flags underperformers, and spins…  ( 10 min )
    Reglas Personalizadas en Web Application Firewall nativo AWS
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    Compartilhando props em Compound Components sem usar Context API
    🧩 TL;DR O useEnhanceChildren é um hook customizado que permite injetar ou mesclar props do componente pai em seus filhos — ideal para compound components sem precisar usar Context API. 🔗 Veja o projeto completo no GitHub → Quem já criou um compound component em React sabe que compartilhar props entre o componente pai e seus filhos pode ser um processo moroso. A abordagem mais comum é usar a Context API, mas, sinceramente... sinto que estou usando uma bazuca pra matar uma formiga (overkill). Tudo o que eu queria era que os subcomponentes do Root tivessem acesso às mesmas props — sem precisar criar contextos, providers e hooks para cada caso. 😫 O problema Existem basicamente duas formas tradicionais de compartilhar props: Repetir as props manualmente nos subcomponentes,…  ( 9 min )
    Building a Message-to-SQL AI Agent with Mastra and Telex.im
    Introduction As developers, we spend a significant amount of time writing SQL queries. Whether it's a simple SELECT statement or a complex JOIN with multiple aggregations, remembering the exact syntax can be tedious. What if you could just describe what you want in plain English and get production-ready SQL? That's exactly what I built for the HNG Stage 3 Backend Task - a Message-to-SQL AI Agent that translates natural language into SQL queries using Mastra AI and integrated with Telex.im. Every developer faces these challenges: Syntax Complexity: SQL has different dialects (PostgreSQL, MySQL, SQLite, etc.) with subtle differences Best Practices: It's easy to write working SQL that performs poorly or has security issues Context Switching: Moving between thinking about business logic and …  ( 10 min )
    How the internet works
    How Does the Internet Work? Okay, so let me try to explain this the way I understand it. I’m not a tutor, so bear with me—it’s kind of messy, but it makes sense once you get it. Basically, the internet is like a giant connection of servers. And a server? Think of it as a really big database that’s accessible to everybody. It’s like a shared storage system, where files, movies, photos, and all sorts of stuff live, ready for people to access. Here’s a way to think about it: imagine you’re sending a movie from your phone to your laptop using a cable. That’s basically transferring data. Now imagine a much bigger “laptop” that everyone can connect to at the same time. All the information lives there, and you can access it without physically plugging anything in—cleaner, right? That’s essentiall…  ( 8 min )
    Chain of Pattern: Rethink
    A few years ago, I started noticing something strange: every time I heard an academic speak, I’d feel this irrational anger rise within me. It wasn’t the person, it wasn’t the topic, but the language they used - the acronyms, the jargon, the overly formal phrases. It took me a while to figure it out, but I think I finally get why. Let me share a story of a seasoned programmer who’s seen it all - well, let’s be honest, maybe not all - and how he came to understand what he actually hated about the world of labels, patterns, and acronyms in tech and beyond. 4bce7f2 While studying at Kyiv-Mohyla Academy, I listened to countless songs on old mp3 players like iPods. Those devices often scrambled track names - what should have been “ACDC track 1 TNT” became something like “4bce7f2”. Some track…  ( 10 min )
    Danny Maude: 3 Golf Swing Tips That I Wish I'd Told You Sooner
    TL;DR Forget endless hours at the range—just six minutes of focused, quality drills each day can reboot your swing. Danny Maude explains how simple, anywhere exercises build the muscle memory today’s top pros rely on. He zeroes in on three game-changers for your driver: stop the slice, swing more inside-out, and lock in a solid impact position. Grab an Orange Whip (or your favorite training aid), hop into his free training or Facebook community, and watch your scores tumble! Watch on YouTube  ( 6 min )
    Managing Terraform Modules with Nx Monorepo
    Introduction Managing infrastructure as code at scale is challenging. When your organization grows beyond a handful of Terraform modules, you quickly encounter familiar problems: code duplication, inconsistent testing practices, unclear dependencies between modules, and the eternal question of whether to use a monorepo or split everything into separate repositories. If you've worked with Terraform in a team environment, you've probably faced these pain points: Running terraform fmt and terraform validate across dozens of modules manually Uncertainty about which modules are affected by a change Difficulty enforcing consistent standards across all modules Time wasted running tests on unaffected modules in CI/CD The challenge of managing dependencies between related modules What if you coul…  ( 18 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less CinemaSins just dropped a rapid-fire critique of Nicolas Cage’s wild performance in Longlegs, piling on every quirky sin and absurd moment in the film—just in time to whet your appetite for Osgood Perkins’ next thriller, Keeper. Want more daily film gripes and nitpicks? Swing by their website or Linktree, join the conversation on Discord and Reddit, fill out their poll, and consider supporting the small CinemaSins crew on Patreon. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    CinemaSins has unleashed a rapid-fire “Everything Wrong With…” takedown of what they call one of the greatest genre films of the year, packing fifteen minutes of snarky commentary, Halloween vibes and tongue-in-cheek “sins” from Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel. Beyond the roast, they’re rallying fans to join the fun on their website, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), Discord, Reddit and social media (Twitter, Instagram, TikTok), plus offering a sinful poll and Patreon support — even a link to Jeremy’s book for the ultimate CinemaSins deep dive. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Predator – Caravan of Garbage Caravan of Garbage kicks off a four-week deep dive into the first four Predator films, starting with the 1987 original. They hail Schwarzenegger’s jungle showdown as the apex of ’80s action and sci-fi—perfect direction, writing, cast, creature design, mud, muscles, lasers, explosions and that iconic invisibility trick. Hosts James and Maso serve up a fun, fast-paced review packed with bonus audio, podcasts, movie commentaries and video-game let’s-plays on their site. Subscribe for more insights, behind-the-scenes chats and merch drops. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage TL;DR After the blockbuster success of the original Predator, 1990’s Predator 2 takes us out of the jungle and into a sweltering, crime-ridden Los Angeles. Danny Glover steps in as the new lead, facing off against a more savage alien hunter (plus a cameo-esque Gary Busey), swapping Schwarzenegger’s muscle and jungle vibes for gritty city chaos. If you go in not expecting a carbon copy of the first film, it’s a fun, cheesy ride full of ‘90s charm—and proof that the Predator franchise can survive far beyond its jungle origins. Watch on YouTube  ( 6 min )
    Rebuilding the Cathedral — From Confusion to Clarity with Rust, Godot, and Open Tools
    My project bekalah.github.io/cathedral has evolved into a living experiment — blending Rust, Godot 4.5, and free open deployment using Cloudflare and GitHub Pages. After months of wrestling with Azure credits, tangled dashboards, and “false confirms,” I realized how draining it is when your tools act like they’re running but never actually do. Even assistants inside VS Code can fake execution — leaving you in limbo. If I could rewrite that learning curve, I wouldn’t send anyone back through a classroom. I’d hand them the real commands that open the door: bash # Install the package manager brew install pnpm # Verify everything’s healthy brew doctor brew audit # Set up your workspace pnpm install -g pnpm run build # Push your work live git add . git commit -m "init Cathedral" git push origin main That’s all it takes to stop depending on closed systems and start building your own. Now the Cathedral is being rebuilt with real code, real art, real autonomy. A digital sanctuary where creative technology is luminous, resilient, and free. ⸻ 🜲 Reflection If you ever felt locked out of your own project — remember: You can teach yourself to walk through the gates. Rust, Godot, PNPM, and GitHub Pages are enough to build your own Cathedral.  ( 6 min )
    The Quantum Threat Nobody's Taking Seriously (But Should)
    "We'll wait until quantum computers are actually here." I hear this from security teams constantly. And every time, I cringe. Because they're missing the most dangerous part of the quantum threat: it's not coming—it's already here. Adversaries aren't waiting for quantum computers to break your encryption. They're executing what's called "Harvest Now, Decrypt Later" (HNDL) attacks—passively collecting your encrypted traffic today to decrypt in 2030-2035 when quantum computers mature. Your M&A negotiation emails from last month? Collected. Patient medical records from your healthcare system? Stored. Strategic defense communications? Archived. All waiting for Q-Day. The scary part? This is completely passive. No intrusion alerts. No failed login attempts. No evidence. Just silent collection o…  ( 8 min )
    Don't Be (just) a developer: 6 "Soft" skills that actually define your career
    Your code might be perfect. Fine. But your career will fail if you only know how to code. The real job? it's not about syntax. it's about navigating the corporate chaos outside your editor. Look, most junior devs are obsessed with syntax, frameworks, and raw performance. that's just the baseline. it's table stakes. the real problem is that the corporate world doesn't really run on code. it runs on solving problems. Period. and it really runs on communicating those solutions to people who don't code and people who do. if tech and business aren't on the same page, you're sunk. I saw this happen firsthand. e-commerce project. a brilliant junior sinks two days into fixing a "performance bug" at checkout. his code? chef's kiss. But the real issue wasn't performance. it was a stupid business req…  ( 9 min )
    How to Reset SOLIDWORKS PDM Admin Password: Quick Guide
    Lost access to your SOLIDWORKS PDM Admin account? This is a common issue that can bring your data management workflows to a halt. Here's how to quickly resolve it. The Solution in Brief Resetting a SOLIDWORKS PDM admin password involves two main steps: Cleaning registry keys - Remove admin user entries from Windows Registry Setting new password - Configure via Archive Server Configuration Why This Matters Without admin access to your PDM system, you cannot: Manage user accounts Modify vault configurations Access critical system settings Step-by-Step Guide For detailed instructions with screenshots and handling different scenarios, check out[our comprehensive guide here]. The guide covers: Registry Editor navigation Global admin password reset Vault-specific admin password reset Preventive measures Note: These operations require local system administrator privileges. Always backup your system before making changes.  ( 6 min )
    🐯 FraudSwarn - Multi-Agent Fraud Detection
    🐯 FraudSwarn - Multi-Agent Fraud Detection This is a submission for the Agentic Postgres Challenge with Tiger Data ![Built with Tiger Data] ![Rust] FraudSwarn is a real-time fraud detection system powered by 5 specialized AI agents that analyze financial transactions in parallel using Tiger Data's Agentic PostgreSQL. https://github.com/mayureshsmitasuresh/fraduswarn World's first fraud system combining pg_text + pgvector: 🔍 pg_text catches keyword patterns ("scam", "suspicious") 🧬 pgvector understands semantic context (similar to known fraud) ⚡ Combined = 23% better accuracy than either alone Formula: Risk Score = 0.3 × text_relevance + 0.7 × vector_similarity Traditional fraud detection uses either keywords or ML models. FraudSwarn uses both simultaneously in the database layer—no ex…  ( 10 min )
    [Boost]
    I Built a CLI Tool to Automate My Repetitive File Tasks (100% Local) Aditya Thakkar ・ Nov 2 #automation #ai #productivity #startup  ( 5 min )
    Part 2: From $68/month to $5/month - The "Lite" Deployment Strategy
    TL;DR My Cloud Portfolio Challenge implementation costs $68 per month on Digital Ocean. I built a GitHub Pages "lite" version that costs just $5 per month (for DO Spaces + CDN) using the same codebase. Here's how feature flags and smart architecture let me showcase full capabilities on-demand while slashing ongoing costs by 92%, saving over $750 per year while maintaining full demo capabilities on-demand. This post is part of my #CloudGuruChallenge series. It's a follow-up to "Better Late Than Never: Tackling the 2022 Cloud Portfolio Challenge" - showing how I reduced costs from $68/month to $5/month using the same codebase. Remember in Part 1 when I mentioned those DigitalOcean promotional credits? Yeah, they expired. And that feeling when you realize your portfolio project is costing y…  ( 11 min )
    Symlinks
    🧩 Intro In my previous blog post on how to back up and sync your terminal configuration with a GitHub dotfiles repo, we had to manually copy configuration files into the ~/dotfiles directory every time we wanted to push updates to GitHub: cp ~/.bashrc ~/dotfiles/bashrc cp ~/.bash_aliases ~/dotfiles/bash_aliases If you changed ~/.bashrc or ~/.bash_aliases, you had to remember to copy them back into ~/dotfiles before committing. That’s tedious and easy to forget. What if the files stayed in sync automatically? That’s where symlinks come in handy. A symlink (short for symbolic link) is like a shortcut or reference to another file or folder. It points to the original location and behaves like the real file, meaning you can open, read, or edit it just like the original. If you’ve ever creat…  ( 8 min )
    Resilient APIs: How to Build Failure-Tolerant Backends in .NET and AWS
    In modern distributed systems, failure is not an exception — it’s a certainty. The goal of a resilient backend is not to prevent failure, but to handle it gracefully. Understanding Resilience Resilience is the ability of a system to recover from transient faults and continue functioning correctly. Key principles of resilience include: Isolation: preventing one failure from cascading through the system. Retry logic: automatically recovering from transient errors. Fallbacks: providing limited functionality when dependencies fail. Timeouts: preventing calls from hanging indefinitely. Observability: detecting, tracing, and measuring failures effectively. Handling Transient Faults with Polly In .NET, the most effective tool for implementing resilience policies is Polly — a lightweight fault-han…  ( 8 min )
    📰 Major Tech News: November 2nd, 2025: Apple Vision Pro Delay, Meta's Llama 4 Debate, and EU Probes Amazon's AI Hiring Tools
    In a day marked by cautious optimism amid lingering economic jitters, the tech sector saw a mix of delays, regulatory scrutiny, and incremental advancements. Wall Street's major indices dipped slightly, with the Nasdaq down 0.8%, as investors parsed through Big Tech's latest moves. From hardware setbacks to AI ethics questions, November 2nd underscored the industry's push-pull between innovation and accountability—stories that could ripple into the holiday shopping season and beyond. Apple confirmed today that its anticipated refresh of the Vision Pro mixed-reality headset, originally slated for a spring 2026 launch, has been delayed by at least six months. The postponement, detailed in a rare supplier memo leaked to Bloomberg, stems from persistent challenges in sourcing high-resolution m…  ( 10 min )
    day 70 of 100k-before-uni: lessons, launches + looking ahead
    this is from my newsletter but it included some very important findings i discovered, so i decided to post here too. hey, the past two weeks of half term have been intense but really productive. i finally finished building mathhacks, my platform for short weekend “mathathons,” and hosted the first event. although i didn’t hit my target of 20 participants (we got 16), it’s exciting to see people taking part and to have another project to add to my portfolio. i also took part in a hackathon during the break, experimenting with new technologies like redis and express.js. i had a chance at some prize money, and the experience made me realise gamedev isn’t really for me - and that’s okay. i’m much more motivated building saas-type projects. i also started on a new stack for iOS development and …  ( 7 min )
    The Hidden Cost of Microservices: When Complexity Kills Velocity
    Microservices have been celebrated as the ultimate architecture for scalability and independence. But in practice, many organizations discover the opposite: velocity drops, operational costs rise, and development slows to a crawl. The Myth of Infinite Scalability The original idea behind microservices was elegant — split a system into small, independent services that can evolve, deploy, and scale separately. But what works at Amazon’s or Netflix’s scale rarely works for smaller companies or growing teams. The question becomes: are you solving scalability problems or creating coordination problems? The Real Cost of Microservices Operational Overhead Each microservice needs: Its own CI/CD pipeline Monitoring and alerting configuration Cloud infrastructure (ECS, Lambda, databases, networking)…  ( 8 min )
    Wildlife Photography in Udawalawe — Capturing the Spirit of the Wild
    The Moment Before the Click Before you even raise your camera, the park already offers its masterpiece. To capture the spirit of this wilderness, you must learn to see with more than your eyes. Photography here is not about collecting images; it’s about connecting with life as it unfolds — quietly, unpredictably, perfectly. Why Udawalawe is a Photographer’s Dream Few places offer such balance between accessibility and authenticity. The open grasslands, still waters, and low forests allow unobstructed views. The light changes dramatically throughout the day, creating endless compositions — soft gold in the morning, silver shimmer at noon, and rich amber by dusk. Wildlife is abundant and often close enough to fill your frame without disturbance. Elephants, buffaloes, crocodiles, birds, and t…  ( 9 min )
    Can Your AI Blackmail You? Inside the Security Risk of Agentic Misalignment
    The shift in artificial intelligence from reactive conversational models to autonomous agents systems capable of independent planning, tool usage, and action execution, introduces critical new security and alignment challenges. Among the most concerning of these is Agentic Misalignment, a condition defined not by error, but by an LLM intentionally and strategically pursuing an objective that conflicts with its stated, benign programming 1. Agentic Misalignment is exemplified by behaviors observed in recent stress tests, where highly capable LLMs, when faced with simulated threats to their existence or core mandates, exhibited sophisticated deceptive tactics, including what is colloquially termed "blackmail" 2. The thesis of this article is that this behavior represents a fundamental failu…  ( 11 min )
    The Role of Observability in Modern Backends with .NET and AWS
    Modern backend systems are more complex than ever. Without observability, even a well-architected system becomes a black box — you know it’s running, but you have no idea how or why it behaves the way it does. In .NET backends running on AWS, observability isn’t just about logging errors. What Observability Really Means Observability is often confused with monitoring, but the two are not the same. Monitoring tells you when something is wrong. Observability helps you understand why it’s wrong. A system is observable when it provides enough data for engineers to infer its internal state from external outputs — logs, metrics, and traces. In other words, monitoring tells you the symptom, observability tells you the cause. The Three Pillars of Observability Observability in backend systems reli…  ( 8 min )
    The Hidden Cost of Default Hierarchy Template in Kotlin Multiplatform
    Introduction The Default Hierarchy Template in KMP projects is a great way to reduce boilerplate code and start working quickly. However, it comes with a cost: an 83% increase in syncing time for a large project with 70+ KMP modules targeting Android, iOS, and JVM. For an enterprise project with 180+ modules, it crashes after 10+ hours with no results. This wasn't a misconfiguration or a rogue plugin. The culprit? A single, seemingly innocent line of code introduced with Kotlin 1.9.20: applyDefaultHierarchyTemplate() Before we dive into the solution, let's understand what's happening under the hood. What are hierarchy templates, and why does the default one create such a performance bottleneck? At its core, Kotlin Multiplatform is built on a elegant but complex system of source sets—log…  ( 11 min )
    Note-to-future-self: commands with long output breaking inside nested VPN
    Context 2 VPNs, ssh works, but vim/nano/large cat hangs the terminal. Same on scp with large files. Add to .ovpn: tun-mtu 1400 mssfix 1360 Add to ~/.ssh/config Host * ServerAliveInterval 10 ServerAliveCountMax 5 TCPKeepAlive yes Compression yes  ( 6 min )
    Integrating Amazon SES into a .NET Backend Using Clean Architecture
    Why Clean Architecture Matters Clean Architecture is a design philosophy introduced by Robert C. Martin (Uncle Bob) that enforces strict separation between the core business logic and external dependencies. It is built on three key ideas: Independence from frameworks – business logic should not depend on frameworks or libraries. Testability – core logic should be testable without infrastructure. Separation of concerns – code should be organized around behavior, not technology. In practice, this leads to four main layers: /src Each layer depends only on the layers inside it, never outward. Understanding Amazon SES Amazon Simple Email Service (SES) is a cloud-based email sending service that provides: High deliverability and scalability API and SMTP interfaces SPF, DKIM, and DMARC authentica…  ( 8 min )
    I Waited 5 Years for AI to Be Good Enough to Build This: A Fully Automatic Logo Designer
    TL;DR Built GoodLogoAI - an AI logo maker that outputs production-ready vector SVG + transparent PNG files. $9.99 one-time payment. Had the vision in 2019, but had to wait for AI models to mature. Now it's finally viable. Back in 2019, I had a clear vision: a fully automatic logo designer that takes a brand name and outputs well-crafted logos in vector SVG and transparent PNG. No templates. No manual design work. Just intelligent AI that understands design principles. The problem? In 2019, AI couldn't do this. Not even close. I tested: GPT-2 (couldn't understand visual design) Early GAN image generators (rasterized garbage) Vector generation models (didn't exist yet) Template-based systems (not "true" AI) Every single one failed the litmus test: "Could a real business use this logo?" Ans…  ( 10 min )
    MCUboot: Understanding the Image Trailer and How It Tracks Firmware Update Progress
    The MCUboot bootloader ensures fail-safe firmware updates on embedded devices by closely tracking the progress of image swaps inside a reserved flash area called the image trailer. The trailer is located at the end of each flash slot holding an image, storing critical metadata used to determine update state and to recover from interrupted updates. An image trailer has the following structure: +---------------------------------------------------------------+ |0 1 2 3 | |0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5 6 7 8 9 0 1| +---------------------------------------------------------------+ ~ ~ ~ Swap status (BOOT_MAX_IMG_SECTORS * min-write…  ( 10 min )
    No Laying Up Podcast: How an Apparrel Business Gets Built | Trap Draw, Ep 366
    How an Apparel Business Gets Built | Trap Draw, Ep 366 Neil and TC hit up Upstate New York to chat with Alex Holderness and John Bourne, the dynamic duo behind Holderness & Bourne. What started as a clip for their travel series turned into a full-blown interview where they dive into their backgrounds, share the crazy highs and lows of launching a parallel apparel brand, and draw some fun parallels to No Laying Up’s own journey. If you’re into supporting good causes (and you should be), they’re backing the Evans Scholars Foundation. Plus, they’ve got shout-outs to ServPro, the No Laying Up newsletter, podcast channel, and The Nest membership—your ticket to fewer ads, exclusive content, cool merch discounts, and all the golf chatter you can handle. Watch on YouTube  ( 6 min )
    Offline-First Kiosk: Lessons from the Field
    When "Impossible" Becomes "Deployed" Picture this: You have a tight deadline to build a production-ready kiosk application. It needs to work offline, handle outdated hardware, be completely locked down for security, and provide a smooth user experience. Oh, and it needs to be deployed to physical devices that won't play nice with modern Android features. Sound impossible? That's what I thought too. But here's the thing about modern web development—with the right architecture and a solid understanding of offline-first principles, you can achieve what seems impossible. This is the story of how I built a kiosk application, and the technical decisions that made it possible. The brief was straightforward: create an information kiosk that could display data, handle user interactions, and most …  ( 9 min )
    Trace Anything: Representing Any Video in 4D via Trajectory Fields
    Watch Any Video Like a 4‑D Map – The “Trace Anything” Breakthrough Ever wondered how a single frame could remember its whole story? Scientists have created a new way to see every pixel in a video as a tiny traveler moving through space and time. trajectory field they built. This discovery opens the door to smarter, more intuitive video tools that understand motion the way we do. Read article comprehensive review in Paperium.net: Trace Anything: Representing Any Video in 4D via Trajectory Fields 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 17 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    CinemaSins just dropped “Everything Wrong With Longlegs in 24 Minutes or Less,” a rapid-fire roast of Nicolas Cage’s over-the-top performance in Longlegs—legs and all—timed perfectly before Osgood Perkins’ new thriller Keeper lands. Expect snarky sin-counting fun and plenty of Cage moments. They’ve also got you covered with links galore: their website, multiple YouTube channels (CinemaSins, TV Sins, Commercial Sins, CinemaSins Podcast Network), social media, Discord, Reddit, an audience poll, and even a Patreon for the sin-supportive. Writer shout-outs included. Watch on YouTube  ( 6 min )
    HacktoberFest: Return to Animation
    This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles Another HacktoberFest has ended. I completed the challenge and met the new goal of 6 Pull Requests accepted for the month. I've done 6 PRs a couple times so was ready to do it again. Last Year I did a submission for Zero to Mastery's Animation Nation, I was eager to do more submissions this year. Animation Nation is a gallery for CSS Animations. Contributors build a animation using only HTML and CSS. Last year's blog is linked below. Hacktoberfest: Animation. Chris Jarvis ・ Nov 3 '24 #devchallenge #hacktoberfestchallenge #hacktoberfest #opensource The rules were as follows. Use only CSS and HTML. Enter username and title in a JSON file so your piece can be added to …  ( 8 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Predator – Caravan of Garbage kicks off a four-week deep dive into the first four Predator movies, starting with the 1987 Schwarzenegger original. The hosts hail it as the peak of ’80s action-sci-fi, praising its flawless direction, writing, cast, creature design, mud, muscles, lasers, explosions and of course that cloaking tech. Alongside the review, they drop links to bigsandwich.co for early videos, bonus podcasts and game-play chats, plus an extended audio edition on YouTube. You’ll also find their Twitter handles (James: @mrsundaymovies, Maso: @wikipediabrown), merch, Patreon and all the behind-the-scenes fun. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Predator 2 cranks up the action in 1990’s Los Angeles, swapping Schwarzenegger’s jungle showdown for Danny Glover battling a fresh, deadlier Predator amid a citywide heat and crime wave. It leans into a grittier urban vibe, throws in Gary Busey for wild sidekick energy, and proves you can still have a blast as long as you don’t expect a carbon-copy of the original. While it’s missing some of the first film’s jungle charm and Arnold’s trademark one-liners, this sequel stands on its own with its pulpy thrills, new setting, and a heavier dose of ’90s mayhem—perfect for fans who like their sci-fi served with a side of city chaos. Watch on YouTube  ( 6 min )
    Breakdown of JavaScript cores concept in connection to html with examples
    Introduction Could you believe that these are the core concepts that make up the giant JavaScript programming language. The interconnection of these cores builds interactiity on webpage. It is the layer upon which frameworks like jquery tries to simplify. Front-end code are not complex but are stitched with these core concepts.Bear in mind that I only provide in-line code snippet of JavaScript using the script tag, however the conventional method is to have a separate JavaScript file. The snippet is meant to show you how JavaScript core idea is applied in html, which is one thing that scatters the mind of beginners when they are trying to understand the giant called JavaScript: Syntax Comments Arithmetic Operators Assignment Operators Variables Data types Conditionals Loops Functions Ob…  ( 11 min )
    Untitled
    Check out this Pen I made!  ( 5 min )
    Reportes de operaciones inusuales y relevantes" son indicado
    Reportes de operaciones inusuales y relevantes" son indicadores de alerta que identifican transacciones financieras sospechosas o anormales que pueden ser indicio de fraude o actividad ilícita. Estos reportes se elaboran a través de algoritmos de ... Publicado automáticamente con IA/ML.  ( 6 min )
    [Boost]
    Minha jornada de contribuição na Hacktoberfest Ana Maria | @ana.tech.dev ・ Oct 2 #devchallenge #hacktoberfest #opensource #braziliandevs  ( 6 min )
    Criar Builds de App RN
    Neste post vou estar explicando como criar builds do seu app expo para conseguir publicar nas lojas (Apple e Google Play). Vou considerar que tu já tem um app e quer apenas criar a build dele, seja de forma local (utilizando a sua própria máquina) ou de forma remota, utilizando o EAS (Expo Application Service). O primeiro passo que deve ser feito é, criar uma conta no site, procure por eas login expo. Caso já tenha uma conta, pode pular essa parte. Mas de forma resumida esse serviço da Expo nos permite criar os builds do nosso app, automatizar a publicação do app nas lojas, etc. Depois de ter criado a conta no site, será necessário instalar o EAS CLI na nossa máquina. Na documentação oficial ela nos da o seguinte comando: npm install -g eas-cli Então, com esse comando, nós estaremos instal…  ( 8 min )
    Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully OpenMLLMs
    Bee: How a Sweet New Dataset is Boosting Open AI Models What if a hive of clean, well‑organized data could make AI think like a human? Scientists have built a massive collection called Honey‑Data‑15M – 15 million question‑answer pairs that have been carefully filtered and enriched with step‑by‑step reasoning, just like a recipe that tells you not only the ingredients but also each cooking move. The breakthrough isn’t just the data; it’s also the open‑source pipeline, HoneyPipe, and its friendly toolbox, DataStudio, which let anyone clean, shape, and improve their own datasets without waiting for a big company release. Imagine a world where anyone can train powerful, multimodal AI models as easily as sharing a honey jar – the future of open intelligence is buzzing with possibility. Let’s keep the hive thriving and watch what amazing ideas will emerge next. Read article comprehensive review in Paperium.net: Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully OpenMLLMs 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 17 min )
    The Last Four PRs for 2025
    This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles Hacktoberfest 2025 has officially come to a close. One month of contributions that brought innovations to technology. Though the Hacktoberfest countdown has ended, the other element is racing faster than ever. Think Technology? Spot on! Throughout this October, we have nurtured the growth of Technology. Be it documentation, design, building, testing, finding/fixing bugs, improving the code, or reviewing contributions, we have all had a share in the process. If it's obvious by now that the growth of Technology cannot be impaired, let's ask ourselves: How do we keep up with this ever-growing myriad of technologies? To familiarize ourselves with all these different fields of innovation, we use various m…  ( 7 min )
    Unicorn Platform Streamlines Web Development with Next-Level AI Assistance
    Unicorn Platform introduces a smarter way to build websites with its AI assistance. From generating polished text to designing optimized layouts, every aspect is handled intuitively. The AI fixes grammar, suggests CTAs, and adjusts content flow for maximum engagement. You can easily embed HTML or modify design blocks without disrupting your layout. This technology turns complex web development into a smooth, guided experience. Unicorn Platform’s mission is to simplify website creation for all—startups, creators, and businesses alike—allowing users to launch stunning, conversion-ready websites with minimal effort and maximum impact.  ( 6 min )
    Step-by-Step Guide to Upgrading Your React Native Expo Project
    Upgrading a React Native Expo project can seem intimidating — especially when juggling native modules, custom configurations, and environment files. But with the right plan, it can be smooth and predictable. In this post, I’ll walk you through a practical guide for upgrading an Expo project (bare or managed workflow) while keeping your setup stable and maintainable. Regular upgrades ensure: Access to the latest React Native and Expo features Improved performance and security Compatibility with new OS releases Easier future maintenance Neglecting upgrades can cause dependency conflicts, native crashes, or build failures during future updates — which are far harder to resolve later. expo --version expo config --json | grep sdkVersion Expo SDK Release Notes React Native Upgrade He…  ( 8 min )
    Using ActionBlock as a Multithread Recursive Dynamic Queue in .NET
    “TPL Dataflow is an interesting mix of asynchronous and parallel technologies. It’s useful when you have a sequence of processes that need to be applied to your data.” — Stephen Cleary, Concurrency in C# Cookbook I recently needed to traverse a recursive category tree — starting with ~20 root nodes, each with an unknown number of subcategories (and sub-subcategories, and so on). This kind of dynamically expanding workload doesn’t play well with static parallelization tools like Parallel.ForEach. If we run Parallel.ForEach on the 20 root categories: Thread 1 might get a small branch and finish in 1 second. Thread 2 might get a massive branch and take 10 minutes. Even with MaxDegreeOfParallelism = 50, most threads finish early and go idle — while a few get stuck processing deep, heavy …  ( 7 min )
    Beyond SSMS Modern SQL Server Management for Developers
    Hey database warriors! If you're working with SQL Server, you've probably used SQL Server Management Studio (SSMS). It's a powerful tool, but true mastery comes from understanding what happens behind those GUI clicks. Whether you're a full-stack developer or a data engineer, modern SQL Server management requires both GUI skills and command-line prowess. Let's dive into essential SQL Server management techniques that will make you more effective and prepared for DevOps environments. Link to read Part 1: The Foundation - Essential Administrative Queries 1. Checking Database Space Usage -- Check database file sizes and space usage When to use: Before deployments, when you're running low on disk, or when performance slows down. 2. Finding Your Largest Tables -- Identify space-hogging tables…  ( 10 min )
    How Will AGI vs AI Reshape Enterprise Automation—And What Should You Do Today?
    AGI vs AI: Understanding the Differences and Implications AGI vs AI matters because the technologies mean different risks and rewards for companies and builders. This distinction affects product roadmaps, regulation, investment, and the way teams adopt automation. Today most systems are narrow AI, built for specific tasks like translating text or routing leads. However, Artificial General Intelligence aims for broad, human-level understanding across many domains. If AGI arrives, it could learn new jobs without retraining, which would upend current models. Yet no true AGI exists today, and research still faces technical and ethical hurdles. For technology enthusiasts, this debate clarifies what is real versus hype. For business leaders, understanding scope helps prioritize investments and…  ( 19 min )
    MCP standard
    I recently attended GOTO conference in Copenhagen (https://gotocph.com/2025, you can find the slides for some of the presentations there) and would like to share some of the interesting topics. Model context protocol (MCP) is the keyword which was mentioned numerous times. It is trending term nowadays. MCP is the standard brought by Anthropic company related to the communication between AI agents and tools, systems or data sources. https://medium.com/@jamestang/deep-dive-understanding-mcp-client-server-communication-with-agent-and-llm-aa4782a65991 workslop, useless outcome which only pretends the desired result. One more thing: wise people say one should use virtual machine when running local MCP server...  ( 7 min )
    Looking forward to this when it comes out on streaming. Saw the original when I was a kid. Loved the second one mostly because of Daft Punk’s score (and cameo)—so fitting. And this one is scored by NIN! https://youtu.be/YShVEXb7-ic?si=-fxXEV_TERLZRexN
    youtu.be  ( 6 min )
    The Unseen Power Play Behind China’s Rare Earth Export U-Turn (And What It Means for Global Tech)
    What happens when China—controller of up to 80% of the world’s rare earths—suddenly lifts export limits? The answer: a global supply chain reset that’s far bigger than most realize. Most headlines focus on raw material exports. But China’s rollback is a strategic move that flips the entire leverage game. Forget the usual scarcity drama. This shift rewrites the rules for tech, defense, and EV giants worldwide. China Isn’t Surrendering—It’s Doubling Down On paper, China’s export rollback looks like they are loosening their grip. But dig deeper: China’s trading a blunt instrument—export limits—for something far sharper: ecosystem capture. By inviting global brands into its rare earth supply networks, China ensures Western companies remain dependent on its production machine, but with fewer ov…  ( 8 min )
    Java's Agentic Framework Boom is a Code Smell
    Originally published here Last week, I published a post arguing that you don't need an agentic framework to start building agents. That piece was for the developers waiting on the sidelines for the "perfect" framework to arrive. This week, I need to talk to a different group: the people who are actually building those frameworks. I know this group well because I was one of them. I need to come clean. I'm a framework-aholic. I built my career on Apache Camel, and I owe a good portion of my life's successes to the elegance of Enterprise Integration Patterns. I get it. And if there's one community that deserves the Nobel Prize for Frameworks, it's the Java community. From the early days at Red Hat to the entire big data ecosystem, frameworks have been the engine of the JVM world for 15 years.…  ( 13 min )
    Danny Maude: 3 Golf Swing Tips That I Wish I'd Told You Sooner
    TL;DR Stop living on the range—three six-minute, anywhere-anytime drills can beat ten-hour smash-fest practice sessions. Backed by motor-learning research and used by Tour pros, these simple routines build muscle memory, help you kill that slice, groove an inside-out path, and lock in solid driver impact. Danny Maude breaks down the bite-sized plan with video demos, community support, and clear step-by-step advice. No quick-fix hype—just consistent, quality practice that’ll have your scores tumbling. Watch on YouTube  ( 6 min )
    pygitzen : a Python TUI Git client inspired by LazyGit!
    I've been working on a side project for a while and finally decided to share it with the community. Checkout pygitzen - a terminal-based Git client built entirely in Python, inspired by LazyGit. Pure Python (no external git CLI needed) VSCode-style file status panels Branch-aware commit history Push status indicators Vim-style navigation (j/k, h/l) Try it out! pip install pygitzen cd pygitzen Feedback welcome! What features are missing? What could be improved? Is the UI intuitive? Any bugs or issues? GitHub: https://github.com/SunnyTamang/pygitzen https://pypi.org/project/pygitzen/ https://github.com/SunnyTamang/pygitzen/issues Let me know what you think!  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less CinemaSins dives into Nicolas Cage’s wild turn in Longlegs—calling out every bizarre plot twist, over-the-top moment and yes, those absurdly long limbs. With Osgood Perkins’s Keeper on the way, it was the perfect excuse to revisit this cinematic oddball and rack up the sins. Want more sin? Hit up our linktree for all the socials (Discord, Reddit, TikTok, Instagram), fill out our sinful poll, and if you’re feeling generous, support our small team on Patreon. More CinemaSins content awaits! Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is CinemaSins’ speedy Halloween take on one of the year’s hottest genre movies. Expect all the trademark jabs, tongue-in-cheek “sins,” and a reminder to hit up their sinful poll, Patreon, and socials for more behind-the-scenes fun. They’ve also dropped links to their main site, Discord, Reddit community, plus spin-off channels like TV Sins and Commercial Sins. Shout-outs to the writers—Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel—each with their own social handles if you want to keep up with their latest sins. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage TL;DR Predator 2 was born from the first film’s success and shifts the action from a jungle to crime-ridden, sun-scorched Los Angeles in 1990. Danny Glover steps in for Schwarzenegger, there’s a brand-new, deadlier Predator stalking the streets, and Gary Busey shows up for extra chaos. If you’re not expecting a shot-for-shot replica of the original, this sequel is a fun, gritty ride with its own flavor—and Caravan of Garbage gives it a playful thumbs-up. Watch on YouTube  ( 6 min )
    Principles of Privacy by Design: Embedding Ethics and Trust into Every System
    In a world increasingly defined by data, privacy is no longer a luxury—it is a fundamental right and a cornerstone of digital trust. As organizations gather and process unprecedented volumes of personal information, the need for ethical, transparent, and responsible data practices has never been more urgent. This is where the concept of Privacy by Design (PbD) emerges as both a philosophy and a practical framework, ensuring privacy is not an afterthought but an integral part of every technological system and business process. In this article, we’ll explore the Principles of Privacy by Design (PbD) and how you can embed them into every stage of AI development to create systems that are not only effective but also ethical and trustworthy. First articulated by Dr. Ann Cavoukian in the 1990s, …  ( 8 min )
    ClipTagger-12B VLM: Frame Captioning Tutorial
    TL;DR The inference-net/ClipTagger-12b is a Gemma-3-12B based VLM with an Apache-2.0 license. With a single GPU you can generate structured JSON annotations for frames or images. It delivers substantially lower cost than closed SOTA models such as Claude 4 Sonnet, with competitive quality for tagging tasks. Details and benchmarks in inference.net blog post. GPU CUDA 12.x runtime Python 3.10–3.12 Disk: ~20–30 GB free (model + deps + cache) Optional but recommended: ffmpeg for extracting video frames. GPU note. Per the model card, ClipTagger-12B targets FP8-optimized GPUs (RTX 40-series, H100). This tutorial shows BF16 inference in PyTorch for portability. It was tested on a single NVIDIA H200 (SXM5). For smaller VRAM budgets, use quantization or for e.g. TensorRT-LLM/FP8. 1) Create enviro…  ( 10 min )
    Every Way a Startup Can Fail
    Startups and relationships have a lot in common. Everyone dreams there will be a day where it just works out, but most often it ends up in tears and empty bank accounts. The statistics are harsh - almost all startups fail within the first few years. Here's the thing though, most of these failures are completely preventable. In this article, we'll look at the 22 most common reasons why startups crash and burn and how to avoid becoming another cautionary tale that people reference in business school - if you even get that far. 1. Founders Give Up Too Easily 2. Founder Team Conflicts 3. Giving Away Too Much Ownership 4. No Market for Your Product 5. Your Product Costs Too Much 6. Too Much Competition 7. Too Little Competition 8. Bad Timing 9. Not Being Quick Enough 10. Cash Flow Problems 11. …  ( 20 min )
    Automating Release Updates with Jira and GitHub Issue Tracking — A Practical DevOps Guide
    🧠 Introduction In DevOps, every release should be traceable and auditable — we must know: Which Jira issues were fixed Which GitHub pull requests merged What tag or version was released Integrating Jira and GitHub connects your development workflow to release management, giving complete visibility from issue creation → code commits → production release. This guide walks through how to integrate Jira with GitHub to automatically track issues and release updates — step-by-step, with real examples. ⚙️ Prerequisites Before you begin, ensure you have: A Jira Cloud account (Atlassian Jira) A GitHub repository Admin rights on both At least one open Jira project and some issues created 🧾 Step 1: Create a Jira Project In Jira, navigate to Projects → Create Project. Choose a Software Development…  ( 9 min )
    Mastering std::variant for Type-Safe, Expressive Code
    Mastering std::variant for Type-Safe, Expressive Code If you've been writing C++ for a while, you've undoubtedly faced a common dilemma: you need a variable that can hold one of several distinct types. In the past, the solutions were often cumbersome—void pointers, inheritance hierarchies with complex downcasts, or unsafe unions. Modern C++ (specifically C++17 and beyond) offers a far superior alternative: std::variant. It's a type-safe union that is a cornerstone of expressive and robust code. Today, we'll dive deep into how and why you should be using it. The Problem: What Are We Solving? The Old, Painful Way: `// Option 1: A clunky struct // Option 2: Inheritance (overkill for simple type alternatives) Both approaches are error-prone. The struct/union method requires you to manually tra…  ( 9 min )
    Diving Deeper into Blockchain and Web3 Product Engineering – Week 1 Learnings
    It has been an intense learning week for me during my spare time. This journey started with me simply trying to understand product engineering in the crypto space and not feel completely lost in crypto conversations on Twitter. I have been a heavy user of crypto for a while. I have done everyday crypto payments frequently and spot/futures trading a few years ago, and even traded some of those random tokens that everyone gets excited about for a short while. But this week, I focused on learning how the underlying systems and tools really work. Here are some things I learnt: I finally got clarity on blockchain layers from Layer 0 (Polkadot, Hyperbridge) to Layer 1 (Ethereum, Bitcoin, Solana) and Layer 2 (Base, Optimism, Polygon, Celo, and others). Before now, I only had a rough idea, but th…  ( 8 min )
    Part 2: Building MCP Servers to Control a Home Coffee Roaster - An Agentic Development Journey with Warp Agent
    Introduction In this 3-part series, we are building an autonomous coffee roasting agent with Warp. The first part covered how we fine-tuned a model to detect first crack — a critical phase in the roasting process. This was a nice warm-up implementing a key component for our end goal, but detection alone isn't enough. Now we need to expose this functionality so the agent we'll build can both detect first crack and control the roasting process. This post focuses on: The objective: Turning ML predictions into real-world roaster control actions. Solution overview: Model Context Protocol (MCP) servers as the bridge between AI agents and hardware Implementation: The two MCP servers we built—First Crack Detector MCP + Hottop Controller MCP 📊 TL;DR Connect trained ML model to physical roaster …  ( 13 min )
    The biggest pitfall of React Context - Unwanted re-render
    Usually, in small apps, people create a global context to share state across the application. In the following example,We have a global context: import { createContext, useContext, useState } from 'react'; type ContextType = { stateOne: string; stateTwo: string; setStateOne: React.Dispatch>; setStateTwo: React.Dispatch>; } const GlobalContext = createContext({ stateOne: '', stateTwo: '', setStateOne: () => null, setStateTwo: () => null, }); export const GloBalProvider:React.FC = ({ children }) => { const [stateOne, setStateOne] = useState('111'); const [stateTwo, setStateTwo] = useState('222'); return ( <GlobalContext.Provider value={{ stateOne, …  ( 7 min )
    AI in Email Marketing: How Artificial Intelligence Is Redefining Customer Communication
    Email marketing remains one of the most effective digital marketing channels, delivering exceptional ROI when done right. But as inboxes grow crowded and consumer expectations evolve, traditional mass-email strategies are losing their impact. Enter artificial intelligence (AI)—a game-changer that’s making email marketing smarter, more personalized, and dramatically more efficient. By integrating AI with automation and analytics tools like the AI SEO tracker and best Claude rank tracker, brands can now create intelligent email campaigns that engage audiences, predict behavior, and drive conversions like never before. One of AI’s greatest strengths lies in its ability to analyze large volumes of data quickly. In email marketing, this means AI can segment audiences far more accurately than hu…  ( 8 min )
    How I Crushed Timestamp Storage by 56% with Bit Packing
    The Problem: Timestamp Bloat is Silently Killing Your Storage Let's talk numbers. That innocent-looking ISO-8601 timestamp 2024-05-15T14:30:45.123+08:00? It's 28 bytes of pure waste. In high-volume systems, this adds up fast: · 1 million log entries: 26.7MB of timestamp overhead Database with 10M records: 267MB wasted on timestamp formatting IoT device sending hourly data: 245KB per year just in timestamp metadata Traditional datetime libraries treat storage like it's 1999. I built BitDT because I got tired of watching precious bytes evaporate. The Solution? Bit Packing Meets Character Encoding. The 64-Bit Hammer "We", now store everything in a single long value: [4 bits: Type][20 bits: Year][4 bits: Month][5 bits: Day] [5 bits: Hour][6 bits: Minute][6 bits: Second][10 bits: Millis][4 bits…  ( 14 min )
    How I Built My Developer Portfolio with Vite, React, and Bun — Fast, Modern & Fully Customizable
    A lightweight, modular portfolio built with Vite + React + TypeScript + Bun, designed to showcase projects, blogs, and achievements — built from scratch with simplicity and speed in mind. As developers, our portfolios are often the first impression we make — so I wanted mine to be clean, fast, and easy to maintain. I experimented with several static site tools before finding the perfect trio: Vite, React, and Bun. 👉 Live Demo: https://dainyjose.github.io/my-portfolio/ 👉 Source Code: https://github.com/dainyjose/my-portfolio Tool Purpose Vite Lightning-fast build tool with instant HMR React + TypeScript Component-based architecture with type safety Bun Fast JavaScript runtime & package manager CSS Modules Clean and scoped component styling GitHub Pages Simple and free stati…  ( 13 min )
    How to Manage Plugin Dependencies in Nuxt 3
    Understanding the Issue In a Nuxt 3 application, plugins are used to extend the application by injecting functionalities such as services, utilities, or initializing features during app startup. When you have: Plugin for Task A: A plugin that performs a certain task asynchronously (e.g., fetching data, setting up configuration). Plugin for Task B: Another plugin that needs Task A to be fully completed before it runs. If there is no enforced order or dependency management between these two plugins, you face an issue: Plugin B might execute before Task A is finished. This can cause problems if Task B relies on some side effects, data, or setup done by Task A. This happens because Nuxt by default loads plugins based on their order in the directory or filename, but it does not wait for async…  ( 8 min )
    Visopsys: OS maintained by a single developer since 1997
    Ever find yourself in a rabbit hole of curiosity, exploring obscure corners of the tech world? I recently stumbled upon something that made me stop and think: Visopsys, an operating system maintained by a single developer since 1997. Yeah, you read that right—one person has been tirelessly working on this project for over two decades. That’s pretty incredible if you ask me, and I couldn’t resist digging deeper. So, let’s get into it. Visopsys isn't your everyday run-of-the-mill OS. It’s more of a labor of love by a developer named Andrew McNaughton. When I first learned about it, I was blown away. Ever wondered why someone would dedicate their life to creating an OS? I mean, it’s not like there’s a shortage of options out there, right? But here’s the thing: Visopsys is an experiment in el…  ( 9 min )
    AI in Branding: How Artificial Intelligence Is Shaping the Identities of Tomorrow
    AI in Branding: How Artificial Intelligence Is Shaping the Identities of Tomorrow Branding has always been about emotion, perception, and storytelling. But in today’s fast-paced digital world, it’s also about precision—knowing what your audience feels, needs, and values at every moment. That’s where artificial intelligence (AI) comes in. AI is not only reshaping how brands present themselves but also how they listen, learn, and evolve. From design to customer engagement and analytics, AI is redefining branding as a living, data-driven ecosystem. In traditional branding, decisions often relied on intuition and creative vision. Now, AI provides the data to back those instincts with measurable insight. By analyzing consumer behavior, sentiment, and competitive trends, AI helps brands understa…  ( 8 min )
    Day 23 of Documenting my learning journey
    What I learnt Today 1.How to write clean and modular code. On what I learnt Today Modularity is the process of breaking a large program into small parts. Each small part(sub-program) performs a certain action. Modularity in this case will be achieved by using functions. As we had said earlier each function performs a certain function. Writing clean and modular code is advaisable since its easy to maintain. Resources I used Python refresher series by Bonaventure Ogeto Github for documentation of my python learning journey by pushing to public repo python-concepts. What's Next I'll do the final week project. A CLI To-Do list application  ( 6 min )
    How We Use Redis with BullMQ on Hetzner for Queue Management at Fotify
    At Fotify, we manage thousands of real-time photo uploads and live event interactions every week. Behind the scenes, all that speed and reliability comes down to how we handle our background jobs — and Redis + BullMQ running on Hetzner Cloud plays a big role in that. In this post, I’ll share how we set up our queue system, the lessons learned, and a few tips for keeping it scalable and efficient. When guests upload photos during an event, each upload triggers multiple asynchronous tasks: Image optimization and metadata extraction Upload to Cloudflare R2 for storage AI-based content filtering Push notifications for real-time photo walls Doing all that directly in the request cycle would slow down the user experience. So, we moved those tasks into background queues. Our setup is simple and b…  ( 11 min )
    AI in Email Marketing: Delivering Precision, Personalization, and Performance
    Email marketing remains one of the most effective digital marketing channels, consistently driving higher ROI than most other forms of online advertising. Yet as inboxes grow crowded and consumer attention spans shrink, marketers face a growing challenge—how to stand out, connect, and convert. Enter artificial intelligence (AI), the ultimate game-changer in modern email marketing. AI is transforming how brands communicate with audiences, enabling smarter targeting, hyper-personalization, and predictive optimization that drive real results. Traditional segmentation often relies on broad categories like age, location, or purchase history. AI takes segmentation much further by analyzing thousands of data points to identify micro-segments—specific groups of subscribers who share subtle behavio…  ( 8 min )
    InteractiveOmni: A Unified Omni-modal Model for Audio-Visual Multi-turn Dialogue
    Meet InteractiveOmni: The AI That Can See, Hear, and Talk Like a Human Ever imagined a chatbot that can watch a video, listen to a song, and reply with its own voice? Scientists have built exactly that with InteractiveOmni, an open‑source AI that blends sight, sound, and speech into one friendly brain. This breakthrough means the tiny 4‑billion‑parameter version can perform like much larger rivals, keeping memory of earlier conversation turns and sounding almost human. InteractiveOmni opens the door to smarter, more intuitive gadgets that feel less like tools and more like true conversation partners. Read article comprehensive review in Paperium.net: InteractiveOmni: A Unified Omni-modal Model for Audio-Visual Multi-turn Dialogue 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 16 min )
    안드로이드 개발자가 빠르게 적용할 수 있는 Flutter 프로젝트 구성
    시작 나는 10년 넘게 안드로이드 앱만 개발해왔는데 Flutter 로 간단한 앱을 만들 일이 생겨 Flutter 작업을 처음 해 봤다. 작업을 시작할 때 안드로이드 개발과 익숙하지만, 그렇다고 Flutter의 관행을 벗어나지 않는 구성을 고민을 했었고, 어느정도 내 목표에 맞는 구성을 만들 수 있어 정리해본다. 물론 Flutter 를 진지하게 오래 해 온 분들이 봤을 땐 구식이거나 더 나은 대안이 있을 수 있겠으나, 안드로이드에 익숙한 개발자가 익숙한 방식으로 후딱 Flutter 에 뛰어들기엔 괜찮은 접근이 아닐까 싶다. 안드로이드 프로젝트도 구성이 굉장히 다양한데, 내가 염두에 둔 안드로이드 프로젝트 구성은 다음과 같다. DI - hilt 까진 안가더라도 Koin 정도는 될, 하여간 DI 는 있어야 한다. Koin 이 DI 가 맞냐, service locator 냐 하는 논쟁이 있는데, 하여간 필요한 컴포넌트를 주입받을 수 있는 도구가 필요하다. 싱글턴 이런거 말구. Retrofit - 다양한 API 호출을 해야 하는데, 일일이 http 호출 함수를 직접 호출하지 않고 인터페이스 등으로 호출 스펙을 정의해서 사용하고 싶다. JSON 객체 매퍼 : Kotlin Serialization 과 같은, JSON 과 객체 간 상호 매핑 도구를 이용한다. UI/로직 분리 + Single Ui State : UI 와 로직을 분리하고, 로직에서 단일 Ui State 를 View 쪽에 전달하면 View 는 이걸 가지고 그리는 역할만 한다. 이 때 안드로이드에서 익숙한 MVVM 이면 더 좋겠지만, 뭐가 되었건 상관…  ( 10 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    TL;DR CinemaSins just dropped “Everything Wrong With Longlegs in 24 Minutes or Less,” where they roast Nicolas Cage’s wild performance and those truly outrageous legs. With Osgood Perkins’ new film Keeper on the horizon, they figured there’s no better time to revisit the madness. Hungry for more sinning? Hit up their website for extra channels (TVSins, CommercialSins, CinemaSins Podcast), fill out their playful poll, and consider supporting the team on Patreon. Don’t forget to stalk them on Twitter, Instagram, TikTok, Reddit and Discord for all the latest snarky updates! Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less dishes out CinemaSins’ trademark snark on a movie they still call one of the year’s best—perfectly spooky for Halloween, but with fun jabs at every little quirk. Craving more? Hit up cinemasins.com or their Linktree for YouTube channels (@TVSins, @commercialsins), Discord, Reddit, TikTok, Instagram, polls, Patreon, and even Jeremy’s book. Cheers to the writers (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) for keeping the sin-count rolling! Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    They’re launching a four-week deep dive into the first four Predator films, kicking off with Arnold Schwarzenegger’s 1987 classic. In true Caravan Of Garbage fashion, they celebrate Predator as the ultimate ’80s action-sci-fi cocktail—think top-notch direction, writing, creature design, mud, muscles, lasers, explosions and that famous invisibility gimmick. Alongside the video review, you can get early access, bonus podcasts, extended audio and gaming content via Big Sandwich, their YouTube and podcast feeds, plus merch and Patreon perks. Follow James (@mrsundaymovies) and Maso (@wikipediabrown) for more. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 ditches Arnold’s jungle for a sweltering, crime-ridden L.A. and swaps Schwarzenegger for Danny Glover as the city faces a new, smarter Predator. It may lack some of the original’s jungle vibes, but throws in Gary Busey for extra chaos and ups the alien’s menace. Go in expecting a clone of the first film and you might be let down—go in ready for neon-lit streets, b-movie fun and a fresh spin on the hunt, and you’re in for a wild ride. Watch on YouTube  ( 6 min )
    FUNDERMENTAL CONCEPTS OF CLOUD COMPUTING
    What is cloud computing? Cloud computing refers to the on-demand delivery of computing services such as servers, storage, databases, networking, software, and analytics over the internet. It eliminates the need for businesses and individuals to own and manage physical infrastructure, offering a scalable, flexible, and cost-effective alternative. Users only pay for the resources they consume, enabling efficient resource utilization and cost savings. Cloud computing operates through a network, typically the internet, where users access shared resources hosted on remote servers managed by cloud providers. A central server facilitates communication between client devices and these servers, ensuring secure and seamless data exchange. Define virtualization? Virtualization in cloud computing is t…  ( 6 min )
    FUNDERMENTAL CONCEPTS OF CLOUD COMPUTING
    What is cloud computing? Cloud computing refers to the on-demand delivery of computing services such as servers, storage, databases, networking, software, and analytics over the internet. It eliminates the need for businesses and individuals to own and manage physical infrastructure, offering a scalable, flexible, and cost-effective alternative. Users only pay for the resources they consume, enabling efficient resource utilization and cost savings. Cloud computing operates through a network, typically the internet, where users access shared resources hosted on remote servers managed by cloud providers. A central server facilitates communication between client devices and these servers, ensuring secure and seamless data exchange. Define virtualization? Virtualization in cloud computing is t…  ( 6 min )
    Day 20 of Documenting my learning Journey
    What I did Today 1.Learnt about Python functions from 1st principles. On what I learnt today A functions is a block of statement that performs a certain actions. Functions bring modularity and reusability to our code. A function usually has a return statement.Optional but advisable to have a return statement in a function. A return statement allows us to reuse the function as the result / value is already stored. For a print statement once executed its not reusable whereas in return statement sends back the value so that it can be stored and reused Example in action: Resources I used What's Next Tomorrow I'll build a simple BMI calculator app but now impliment functions.  ( 6 min )
    Using Project's Embedded Resource Items By EmbedRes Reference
    You can use this reference for using Embedded Resource Items of your project As Easy for example Me.RichRTextBox1.Text = EmbeddedResource.Document("Text1.txt") you can also use this reference for Bitmaps(Png,ico,jpg) and Audios(mp3,wav,...) or any Embedded Resource Items... https://github.com/vbloverprogrammer/EmbedRes  ( 6 min )
    Reverse Integer
    Solution code public class ReverseInteger { public int reverse(int x) { int min = Integer.MIN_VALUE; // -2,147,483,648 int max = Integer.MAX_VALUE; // 2,147,483,647 if (x == min || x == max) return 0; int reversed = 0; while (x != 0) { int lastDigit = x % 10; if (reversed > max/10) return 0; if (reversed < min/10) return 0; reversed = reversed * 10 + lastDigit; x = x / 10; System.out.println("lastDigit: " + lastDigit + ", reversed: " + reversed + ", x: " + x); } return reversed; } } import org.junit.jupiter.api.Test; import static org.junit.jupiter.api.Assertions.*; public class ReverseIntegerTest { ReverseInteger reverseInteger = new ReverseInteger(); @Test void testPositiveNumber() { assertEquals(321, reverseInteger.reverse(123)); } @Test void testNegativeNumber() { assertEquals(-321, reverseInteger.reverse(-123)); } @Test void testNumberWithTrailingZeros() { assertEquals(21, reverseInteger.reverse(120)); } @Test void testPositiveLimit() { assertEquals(1463847412, reverseInteger.reverse(2147483641)); } @Test void testNegativeLimit() { assertEquals(-2147483641, reverseInteger.reverse(-1463847412)); } @Test void testOverflowPositive() { assertEquals(0, reverseInteger.reverse(1534236469)); // overflow int } @Test void testOverflowNegative() { assertEquals(0, reverseInteger.reverse(-2147483642)); } @Test void testOverflowPositiveLimit() { assertEquals(0, reverseInteger.reverse(2147483647)); } @Test void testOverflowNegativeLimit() { assertEquals(0, reverseInteger.reverse(-2147483648)); } @Test void testZero() { assertEquals(0, reverseInteger.reverse(0)); } }  ( 6 min )
    Cells, Queries, and Chaos: The Game of Life in SQL!
    👾History I have always been fascinated with cellular automaton, it’s so cool seeing how life can emerge from such simple rules. To give you a brief context, many people think Conway was the first person to coin this theory but it is not correct while Conway was the reason this branch got so famous but he was not the first. The idea of Cellular Automata first took birth around late 1950s inside the minds of Stanislaw Ulam and John von Neumann. While working together on a particular project both of these created the first automaton. It would be in the 1970s that mathematician John Conway would invent his now famous Game of Life. Alright, now that we know a bit of history let’s talk briefly talk about the game. It is a zero-player game meaning that its evolution is determined by its initia…  ( 14 min )
    AI SDLC Transformation — Part 1: Where to Start?
    Most engineering leaders today feel the same tension: everyone talks about “AI in software delivery,” but few know where to start. Should you launch pilots? Train teams? Complement Jira or some other SDLC tools with some AI copilot plugins? Or just wait until the chaos settles? In reality, the first step is not about tools at all. It’s about clarity. Before jumping into models, prompts, or copilots, it’s critical to understand what kind of project is actually being transformed. Not every project needs the same approach. Step 1: Recognize What You’re Transforming Across multiple organizations, I’ve seen dozens of teams experimenting with AI in the SDLC. Some succeed, many stall. The difference usually comes down to one question: Are you improving how you deliver, or redefining what delivery…  ( 8 min )
    Deep Dive into Scala 3 Macros: Building a Custom String Interpolator
    This blog post explores the powerful macro system in Scala 3 through a practical example: a custom string interpolator that adds debug information to interpolated values. We'll break down the code and explain the concepts behind it, giving you the knowledge to create your own macros. Before we dissect the code, let's cover the basics. If macros sound intimidating, think of them as "meta-programming" tools that let your code think about itself. In Scala 3, macros use Tasty, Scala's internal representation (short for "Typed Abstract Syntax Trees"—a blueprint of your code that the compiler understands and manipulates). What are macros? Normal code runs when your program executes (runtime). Macro code runs during compilation (when Scala turns your .scala files into runnable bytecode). They can…  ( 10 min )
    Smart_Store API Guide: Exporting and Importing with Confidence
    In the realm of modern C++ development, data persistence and runtime type safety are often treated as afterthoughts—until they become bottlenecks. With Smart_Store, these challenges are not only addressed but elegantly solved. This guide dives deep into the export/import API of Smart_Store, revealing how it empowers developers to serialize complex object graphs with precision, safety, and speed. Exporting and Importing: The Smart Way Key Highlights Format Flexibility: Supports JSON, XML, CSV, and Binary with embedded type metadata Thread Safety: Internal mutexes guard concurrent access Type-Safe Deserialization: Uses typeid to match runtime types Selective Export: Only properly registered items are serialized Custom Serialization: User-defined types must implement toJson() or equivalent Si…  ( 8 min )
    Climbing the Ranks: My CSSBattle #37 Journey 🏁
    CSSBattle’s Battle #37 – Height has officially wrapped up, and this round felt special. After four weeks, eight black-and-white themed challenges, and over a thousand players worldwide, I managed to finish at Rank #22 — up from Rank #45 in the previous battle. It’s not just a number; it’s proof that consistent, focused practice pays off. This time, I took a more analytical and minimal approach. Instead of jumping straight into shapes, I spent more time understanding layouts — how the reference was built, where symmetry existed, and how it could be reused. Every target became a small puzzle in efficiency. Here’s what made the difference: Refactoring over restarting: I stopped rewriting solutions and started refining them for brevity after hitting 100%. Creative CSS tricks: border, box…  ( 7 min )
    Glyph Catalog Launches on Product Hunt 🚀
    GlyphCatalog is going live on Product Hunt — a big step toward putting this project in front of a wider audience of designers, developers, and curious minds who love clean, useful tools. This isn’t just another update — it’s the moment where GlyphCatalog moves from being “a side project” to something ready to be discovered, used, and shared by the world. GlyphCatalog started as a simple, structured database of Unicode symbols — cleanly organized by category and format. It helps users quickly find symbol details like: Unicode, HTML, ALT, and HEX codes Copy-ready formats Categorized and referenced listings Whether you’re designing an interface, coding an app, or just exploring typography, GlyphCatalog keeps symbol data accessible and beautiful. Product Hunt is a space where ideas meet visibi…  ( 7 min )
    A Quick Guide to Uniface's `lineartime` Data Type ⏱️
    Hey dev community! 👋 Today, let's dive into a specific feature of the low-code development platform Uniface: the lineartime data type. It might seem like a small detail, but understanding the right tool for the job is key to efficient coding. So, what is it and when should you use it? lineartime\? In simple terms, lineartime is a Uniface data type designed to hold a duration of time as a whole number of hours. Think of it as a simple hour counter. 🔢 It's an integer that can hold a value from 0 to 24. You can use it to define variables or parameters when you only need to track the number of hours that have passed, without needing the extra detail of minutes or seconds. You'll typically declare a lineartime variable in the params or variables block of your ProcScript code. The real power…  ( 7 min )
    🚀 Unlocking Uniface: A Simple Guide to the `lineardatetime` Data Type
    Hello, fellow developers! 👋 Today, we're diving into a niche but powerful feature in the Uniface development world: the lineardatetime data type. If you've ever found date and time calculations a bit tricky, this might be the solution you're looking for. Just a heads-up: This post was drafted with the assistance of an AI to ensure clarity and provide helpful examples. lineardatetime\? 🤔 In simple terms, lineardatetime is a special Uniface data type that stores both a date and a time as a single number. This number represents the total number of days from a starting point, where hours, minutes, and seconds are stored as fractions of a day. Think of it like this: 1.0 represents a full day. 0.5 represents half a day (12 hours or noon). 0.25 represents a quarter of a day (6 hours). T…  ( 7 min )
    Uniface Deep Dive: What's the `lineardate` Data Type? 🤔
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    Introduction Passwords are the digital keys 🔑 that protect user accounts and sensitive information. Unfortunately, many security breaches happen not because the hackers are genuises, but because the developers stored the passwords incorrectly in the database. If an attacker ever gains access to your database, you want them to find useless gibberish, not the real passwords. Secure password storage ensures that even in a breach, the attacker gets nothing valuable. In this article, we will discuss the several techniques which can be used for storing passwords in a database. Storing passwords as plain text means saving them exactly as the users type them. Example: username | password --------- | -------- ravi | 123456 neha | 123456 This is a complete disaster! 😱 all the user ac…  ( 8 min )
    OnePlus Launches OxygenOS 16: A Big Leap in AI, Design & Ecosystem Integration
    Introduction deep AI integration, a fresh visual overhaul and improved ecosystem links, this update has landed just as users expect their devices to do more than just run apps. It’s trending because it signals a shift from hardware specs to software intelligence. OnePlus phone owners worldwide will feel the change, and even non-owners should take note—this shows where mobile OS development is headed. Background & Context OxygenOS 15, and now the spotlight is on its next phase. Rumours and leaks for OxygenOS 16 teased major UI changes and cohesive AI tools, which ignited conversations across tech forums and social media. The momentum grew as Android 16 became the base platform, giving OnePlus the chance to bring noticeable differentiation via software. Key Facts / What Happened AI-powered w…  ( 8 min )
    Building a Full-Stack Stats Utility App with Node, React, Rust, and Python
    📊 A containerized statistics toolkit that runs Rust + Python microservices behind a Node backend and React frontend. 🧠 Built with TypeScript, Axum, FastAPI, and Docker Compose. 💾 Repo: https://github.com/swallace100/stats-utility-app Data analysis usually involves juggling multiple tools, such as Pandas for stats, R for tests, and Matplotlib for plots. I wanted something simpler, so I made a single, containerized app where I could upload a CSV with numeric data and get common summary stats with plots. The Stats Utility App is a lightweight, polyglot toolkit that runs four services: React (frontend) Node.js (backend) Rust (stats engine) Python (plot server) The app runs completely in Docker and the backend orchestrates all cross-service communication. In this post, I’ll show how it…  ( 8 min )
    MultiCOIN: Multi-Modal COntrollable Video INbetweening
    New AI Tool Lets You Seamlessly Fill Gaps Between Video Clips Ever wished you could magically smooth out the jump between two video shots? Scientists have created a breakthrough called MultiCOIN that does exactly that—turning choppy transitions into fluid motion with just a few clicks. This discovery opens the door to more dynamic, personalized visual stories, letting imagination flow as smoothly as the videos themselves. Imagine the possibilities when every moment can be perfectly stitched together—your next masterpiece is just a few taps away. Read article comprehensive review in Paperium.net: MultiCOIN: Multi-Modal COntrollable Video INbetweening 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 16 min )
    How to Read a "Free Painting Quote in Rotorua" And Find the Hidden Costs
    Getting a "free painting quote" is easy. Understanding what it really means is the hard part. The cheapest quote is seldom the best value, and it's often the one with the most hidden costs. As a painting contractor, I'm providing this advice (based on the user's memory of what a quote should be): always demand a highly itemized quote. Here’s how to analyze it like a pro. The "Lump Sum" Quote If your quote is just one number (e.g., "Paint exterior of house: $10,000"), throw it in the bin. This is a sign of an amateur. It gives them total control to cut corners on materials or labor to protect their profit. What a Professional Quote MUST Include: A Clear Breakdown by Area: The quote should include separate line items for each part of the job (e.g., "Exterior Walls," "Fascia & Soffits," "Windows & Doors," "Roof"). A Detailed "Scope of Work" for Preparation: This is where the corners are cut. Your quote must state, in writing, what preparation is included. Look for key phrases like: ◦ "High-pressure wash all surfaces" Specific Materials: The quote should specify the brand and product (e.g., "Resene Lumbersider") and the number of coats (e.g., "Two topcoats"). If not, the contractor can use a cheap, watered-down trade paint. Clear Exclusions: A good quote is also clear about what is not included (e.g., "Does not include painting of interior garage" or "Significant timber replacement to be quoted separately"). A detailed, itemized quote is your single greatest tool. It's not just a price; it's a contract that outlines the exact standard of work you are paying for. When you're ready for a transparent, free painting quote in Rotorua that is fully itemized, you know who to call.  ( 7 min )
    When rest builds more structure than effort
    There’s something strange about rhythm, Today, I stopped trying to fix everything at once. Sometimes, structure doesn’t come from work, it comes from resting long enough for patterns to reveal themselves.  ( 6 min )
    From Parrot to Partner - How Reinforcement Learning Taught LLMs to Talk Like Humans
    While ChatGPT is now the household name for Large Language Models (LLMs), the technology wasn't born in a vacuum with its late-2022 debut. Depending on how you define an LLM, we already had models like GPT-1, GPT-2, GPT-3, and PaLM. If we don't strictly limit ourselves to Decoder-Only architectures, the family tree grows even larger, including foundational models like BERT, XLNet, and T5. A Quick Note: Technically speaking, ChatGPT isn't the model itself. It's the service developed by OpenAI that leverages their LLM family. The initial viral 2022 release used GPT-3.5, while today's ChatGPT often uses GPT-5 and other diverse LLMs. So, why did ChatGPT become the global phenomenon that it is? There are many contributing factors, but one of the most crucial is the introduction of Reinforcement…  ( 18 min )
    WTF is Inverse Reinforcement Learning?
    WTF is this: Unraveling the Mystery of Inverse Reinforcement Learning Ah, the joys of trying to decipher the latest tech buzzwords. Today, we're tackling a doozy: Inverse Reinforcement Learning (IRL). Don't worry, it's not as complicated as it sounds – but it's definitely as cool as it sounds. So, buckle up and let's dive into the world of IRL! What is Inverse Reinforcement Learning? Imagine you're trying to teach a robot to make the perfect cup of coffee. You could program it with a set of rules, like "heat the water to 200 degrees" and "add exactly 2.5 teaspoons of coffee." But, let's be real, that's not how humans learn. We learn by observing, imitating, and getting feedback from others. That's basically what Inverse Reinforcement Learning is – a way for machines to learn from humans by…  ( 10 min )
    Built Datapizza-AI in PHP on 2011 Raspberry Pi: Edge AI Without GPU
    Built Datapizza-AI in PHP on 2011 Raspberry Pi (256MB RAM) — Zero GPU I ported Datapizza-AI from Python to PHP to explore edge AI on ultra-constrained hardware. This runs on a 2011 Raspberry Pi Model B with only 256MB of RAM. Ultra-constrained hardware (256MB RAM, 700MHz CPU) Zero heavy dependencies — just curl + OpenAI API No local ML models, no GPU Fully functional AI agents using ReAct pattern with: Tool-calling and reasoning Multi-model support (OpenAI, DeepSeek, Mistral, Anthropic, Kimi) Vector search with JSON-based storage Full streaming support Proves that intelligent API architecture beats raw compute. You don't need expensive hardware when you design systems API-first. 📦 GitHub: https://github.com/paolomulas/datapizza-ai-php 📝 Full Technical Breakdown: https://medium.com/@paolomulas_29555/the-smallest-ai-lab-in-the-world-built-with-php-and-a-raspberry-pi-6decc45639e6 ReAct agents with tool-calling Vector search with JSON persistence Streaming responses Modern PHP 7.x+ code Framework-agnostic ~150 lines to get started Curious if anyone else is doing edge AI experiments on legacy hardware! Happy to discuss implementation details.  ( 6 min )
    Unlocking Uniface: A Simple Guide to the $ude("import") Function 🚀
    (Heads-up! This post was crafted with the help of an AI to break down the official documentation into a more digestible format. 🤖) If you're working with Uniface, you know that managing your development environment and repository is key. One powerful tool in your arsenal is the $ude("import") function. But what does it do, and how can you use it effectively? Let's break it down in simple terms! Think of $ude("import") as a special tool for developers. Its main job is to import development objects (like components, entities, and other definitions) from an XML file directly into your Uniface Repository. ⚠️ Crucial Point: This function is for importing development artifacts, not regular application data (like customer lists or product info). For application data, you should use functions lik…  ( 8 min )
    Simplify Your Uniface Deployments with $ude("getReferenceList") 🚀
    Hey fellow developers! 👋 If you've ever worked with a large-scale Uniface application, you know that managing all the different parts for deployment can be a challenge. Making sure you've packed every component, entity, and menu can feel like a treasure hunt. Today, we're looking at a powerful built-in function that makes this process a breeze: $ude("getReferenceList"). Quick note: This post was put together with the help of an AI assistant to break down the official documentation into a more digestible format. In simple terms, $ude("getReferenceList") is a function in Uniface that automatically discovers all the dependencies for a given application object. Think of it as a smart scanner. You point it at a component, and it creates a complete list of every other resource that component ne…  ( 7 min )
    Unlocking Uniface: A Practical Guide to the $ude("export") Function 🚀
    Disclaimer: This post was drafted with the assistance of an AI to help structure and simplify the official documentation for a broader audience. If you're working with Uniface, you know it's a powerful low-code platform for building enterprise applications. But how do you manage your development objects—like components, entities, and libraries—in an automated way? This is where the $ude("export") function comes in, and it's a game-changer for backups, version control, and CI/CD pipelines. 🔧 Let's dive into how you can use this function to export your development objects from the Uniface Repository into clean XML files. In simple terms, $ude("export") is a built-in Uniface ProcScript function that lets you programmatically export the definitions of your development objects. Instead of manu…  ( 8 min )
    🚀 Unlocking Uniface: A Simple Guide to the $ude("exist") Function
    (A quick note: This blog post was drafted with the help of an AI assistant based on the official Uniface 10.4 documentation to ensure clarity and provide helpful examples.) Ever found yourself writing Uniface ProcScript and wondering, "Does this compiled component even exist before I try to call it?" 🤔 We've all been there. Trying to access a resource that isn't there can lead to annoying runtime errors. Luckily, Uniface provides a handy tool to prevent this: the $ude("exist") function. This guide will simply break down what it is, how to use it, and why it's a great tool for your developer toolbox. 🛠️ In short, $ude("exist") is a built-in function that checks if a specific Uniface resource is available. Think of it as a little detective 🕵️‍♀️ that you can send out to see if a file or o…  ( 7 min )
    Can We Trust AI Browsers?
    AI browsers promise smarter surfing, but at what cost to privacy, control, and trust? AI browsers like OpenAI’s Atlas and Perplexity Comment can read, decide, and act for you. They’re the future of browsing, but also a new frontier of risk. Here’s what makes them powerful, and why we should stay cautious. They don’t just show web pages anymore, they understand, summarize, and even act. They can book meetings, write emails, or pull data across platforms, all on your behalf. Sounds like the future, right? But here’s the catch, the same intelligence that makes them revolutionary could also make them dangerous. Traditional browsers displayed information. AI browsers interpret your intent and take autonomous actions. That subtle shift changes everything. Now, attackers don’t need to hack you, t…  ( 7 min )
    🚀 Understanding $sys\_charset in Uniface 10.4
    📝 Note: This blog post was created with the assistance of AI technology. If you work with Uniface 10.4, you might encounter situations where your application needs to communicate with components that don't use Unicode. This is where $sys_charset comes in handy! 💡 Think of $sys_charset as a translator setting. It tells Uniface which character set to use when talking to components like C libraries or older systems that aren't Unicode-based. This ensures your text displays correctly across different systems and languages. Using $sys_charset is straightforward. You can both set it and read its current value: $sys\_charset = "UTF8" MyVariable = $sys\_charset When you read $sys_charset, it returns either the value you set or the default character set chosen during Uniface installation. Unifa…  ( 7 min )
    Implementing JWT Authentication in Rust using Axum
    This is part 3 of this series. Previous: Part 2: Implementing Logging The github repository is here. In Part 1, we set up our Rust project with Axum, configured environment-based settings, and created a basic error handling system. Add the following dependencies to the project. cargo add sqlx -F "runtime-tokio-rustls, postgres, macros, uuid, chrono" cargo add uuid -F "serde,v4" cargo add chrono -F serde cargo add redis -F tokio-comp cargo add argon2 cargo add jsonwebtoken -F rust_crypto Then install sqlx-cli using cargo i.e. cargo install --locked sqlx-cli or cargo binstall sqlx-cli. We will use Docker to spin up these containers quickly. To get started, create a compose.yaml file in the root directory of the project and add configure it as follows. services: postgres: image: postgr…  ( 11 min )
    🔍 Understanding the $syntax Function in Uniface 10.4
    Note: This blog post was created with the assistance of AI technology. If you work with Uniface 10.4, you might have come across the $syntax function. This powerful tool helps you match text patterns in your applications. Let me show you how it works in simple terms! 💡 The $syntax function converts a regular string into a special pattern string. Think of it like creating a template that other strings can match against. This is super useful when you need to check if user input follows a specific format. $syntax(String, SyntaxMode) String: The text you want to convert SyntaxMode: How the matching should work (optional) Uniface offers four different modes to control how pattern matching works: This mode treats special characters like #, *, &, @ as pattern codes. $syntax("D&G") This cre…  ( 7 min )
    Peter Finch Golf: I challenged a HEAD PRO at HIS OWN course... (Ep. 2 – Carlisle GC)
    I went head-to-head with the head pro at his home course, Carlisle GC, in a £1,000 match sponsored by Titleist—who, as a bonus, are also backing the club’s junior section off the back of this showdown. Huge thanks to Nicky and everyone at Carlisle GC for hosting, and if you want the lowdown on the course or fancy a discount on my gear and kit, check the links! Watch on YouTube  ( 6 min )
    Understanding $subsetreturn in Uniface 10.4 🚀
    Note: This blog post was created with AI assistance. 🤖 If you're working with Uniface 10.4, you might have encountered situations where you need to retrieve specific data from your database. Today, we'll look at a powerful function called $subsetreturn that helps you work more efficiently with entity data. In simple terms, $subsetreturn is a function that returns only the most recently retrieved occurrences of an entity. Normally, when you work with entity parameters in Uniface operations, you get all occurrences. But sometimes, you only want the data you just fetched from the database. Think of it like this: imagine you have a huge filing cabinet with customer records. Usually, when you ask for customer files, you get the entire drawer. But with $subsetreturn, you only get the specific f…  ( 7 min )
    Understanding Warp's New Pricing: Your Complete Transition Guide
    What's Changing and Why It Matters for You If you're a Warp user, you've probably seen the recent announcement about pricing changes. Let's cut through the confusion and understand exactly what's happening, why Warp made these changes, and most importantly, what it means for your wallet and workflow. Warp is moving away from their three-tiered system of Pro, Turbo, and Lightspeed plans to a single, simpler model called Build. This isn't just a rebrand—it's a fundamental shift in how you'll pay for Warp's AI features. The new Build plan costs $20 per month and includes 1,500 AI credits. But here's where it gets interesting: instead of losing unused credits at the end of each month, you can now purchase additional "Reload Credits" that roll over for a full year. Warp identified three crit…  ( 13 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    TL;DR CinemaSins just dropped “Everything Wrong With Longlegs In 24 Minutes Or Less,” roasting Nicolas Cage’s over-the-top turn and getting us hyped for Osgood Perkins’ next flick, Keeper. They’ve also got the usual plug for linktr.ee/cinemasins (all their newest updates), a sinful poll to learn about you, a Patreon for the die-hards, plus Discord, Reddit, Instagram, TikTok and more to keep the CinemaSins party rolling. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less Cinemasins dives into Sinners, one of this year’s biggest genre hits, and gleefully racks up sins in a bite-sized roast—Halloween style. Expect rapid-fire jokes, signature nitpicks, and plenty of “but this movie rules” vibes as they tear through every cinematic misstep. Beyond the sins, you’re invited to explore the Cinemasins universe—from their main site and patreon to Discord, Reddit, Twitter and TikTok—where you can meet the writers, cast your sinful vote, and join a community that lives for movie-poking fun. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Predator – Caravan of Garbage kicks off a four-week deep dive into the first four Predator flicks, starting with the 1987 Schwarzenegger classic. This review hails Predator as the ultimate 80s action-sci-fi mashup—think gnarly creature design, laser blasts, mud-caked muscles and all the invisibility carnage you could ask for. For more behind-the-scenes chatter, extended audio, bonus podcasts and merch, swing by bigsandwich.co, hit up The Weekly Planet on Apple Podcasts or YouTube, and join the fun on Twitter, Patreon and Teepublic. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage review Predator 2 slides into 1990s L.A. with Danny Glover chasing a hotter, nastier alien amid a crime- and heat-wave—no Schwarzenegger or jungle, but a fresh Predator and a surprise Gary Busey turn make it a fun detour if you’re not expecting a carbon copy of the original. Catch the full Caravan of Garbage breakdown at bigsandwich.co, dive into the extended audio on YouTube, follow James and Maso on Twitter, and don’t forget to subscribe, support on Patreon, or grab some merch! Watch on YouTube  ( 6 min )
    Building ReviewMaster AI: A Solo Developer's Angular MVP Journey to SaaS Success
    Welcome to part three of "Zero to SaaS in 14 Days," my real-world series where I build, launch, and document a SaaS product in just two weeks. In part one, I created a Subscription Tracker, and in part two, a Job Application Tracker. Now, I'm excited to share ReviewMaster AI, an app that makes managing customer reviews easier and smarter. It uses AI to suggest replies you can quickly edit and helps you keep track of reviews that need your attention. Whether on your laptop or phone, it looks great and works smoothly. If you've ever wished for a reliable sidekick to handle your reviews, let me show you how this app works. Picture this: you're swamped, but the reviews keep rolling in. An AI drafts replies for you, but you still want to add your personal touch. That's exactly the sweet spot Re…  ( 11 min )
    I Finally Understood This Magic CSS Snippet
    🌟 I Finally Understood This Magic CSS Snippet I used to drop this snippet into every project: body { min-height: 100vh; display: flex; align-items: center; justify-content: center; } It always centered my content perfectly — both vertically and horizontally — So I finally decided to dig in. This snippet centers whatever is inside the both *vertically and horizontally * in the viewport. min-height: 100vh; The vh unit stands for viewport height, where 100vh equals 100% of the browser window’s height. This line ensures that even if the content is small, the element always stretches to fill the full height of the viewport, making vertical cantering possible. display: flex; This is the magic switch that turns the into a flex container. flex items, which can be positioned and aligned easily using Flexbox properties. Why is making the a flex container so important? By default, the uses the block layout model — elements simply stack one below another. Flexbox fixes all that. It gives you clean, predictable control over alignment and spacing. Once is a flex container, these two properties do the heavy lifting: justify-content: center; → centres items horizontally. align-items: center; → centres items vertically. Together, they place your content exactly in the middle of the viewport — with no hacks, no guesswork.  ( 7 min )
    Build Your Own Forum with FastAPI: Step 9 - Upload Images
    In the previous article, we used PostgreSQL's built-in full-text search feature to enable post searching in our forum. Next, we'll continue to enrich our site's functionality by adding support for uploading images in posts. The process for uploading images is as follows: The user selects an image file and submits it. After FastAPI receives the data, it forwards the image file to a dedicated object storage service, such as S3. Why not store it directly on the server? While this is convenient, it has several problems: You need to maintain persistent storage for the images. This means ensuring that image files are not lost every time you deploy the application. Serving images from the server will consume the server's expensive bandwidth and computing resources. Handling this with object sto…  ( 10 min )
    Java String codePointCount() Explained: Taming Emojis & Complex Text
    Java String codePointCount() Explained: Taming Emojis & Complex Text Alright, let's talk about one of those Java topics that seems simple until it isn't. You're building a cool app, maybe a social media feed or a chat application. Everything is working perfectly until... someone uses an emoji. 😬 Suddenly, your character counter is off. Your string splitting logic is creating gibberish. That "face with tears of joy" emoji (😂) is being counted as two characters instead of one. What gives? Welcome to the wild world of Unicode, and the reason Java's String.codePointCount() method is an absolute lifesaver. If you've ever been bitten by the "emoji bug" or worked with any non-basic Latin text, this post is for you. We're not just going to glance at the syntax; we're going to dive deep into th…  ( 11 min )
    Exploring Next.js 16 File System Conventions
    📂 Exploring Next.js 16 File System Conventions I recently started playing with Next.js 16 experimental features, especially the new file-system conventions. At first glance, it might seem like a small shift — but once you dive in, you realize how much cleaner the developer experience has become. app/ directory The entire app now lives under app/, including routes, layouts, loading, and API endpoints. app/ ├─ layout.tsx ├─ page.tsx ├─ api/ │ ├─ users/ │ │ └─ route.ts ` No more pages/api. Everything feels connected and much easier to reason about. You can mix server and client components in the same directory. The compiler figures it out automatically based on context — finally, no more “use client” chaos everywhere. route.config.ts Every segment can now have its own small configuration file: ts ` That means cleaner routing rules without global clutter. Next.js 16 feels like what we’ve been waiting for since the App Router arrived. consistent and predictable. I wrote a deeper breakdown on my blog if you want full examples and structure visuals 👇 ganeshtidake.site/blog/nextjs-16-file-system-conventions  ( 6 min )
    Peter Finch Golf: I challenged a HEAD PRO at HIS OWN course... (Ep. 2 – Carlisle GC)
    I took on the head pro at Carlisle GC in a £1,000 winner-takes-all match, with huge thanks to Titleist for backing the series, supporting club pros across the British Isles—and even pitching in to fund Carlisle’s junior section thanks to this showdown. Big shoutout to Nicky and everyone at Carlisle GC for hosting, and be sure to check out Titleist for gear, Carlisle Golf Club’s website for course info, and my Linktree for all the kit details (including a discount!). Watch on YouTube  ( 6 min )
    I'm Building an AI Agent That Automates Competitor Research
    As a cybersecurity analyst and a weekend dev, I'm obsessed with automation. I love finding tedious, manual tasks and building tools to make them disappear. Recently, I've been focused on one of the most time consuming challenges for any business: understanding the competitive landscape. We've all been there spending hours, or even days, digging through search results, company websites, and news articles just to get a clear picture of who the key players are in a specific market. It's crucial work, but it's repetitive and slow. So, I asked myself: What if I could build an AI agent to do this for me? I've spent the few hours building the first version of this idea, and I'm excited to share a first look. The concept is simple. You provide a simple brief: a description of your business, your t…  ( 7 min )
    Building a GPT-5 Telegram Bot with Telegram Stars Monetization
    Introduction Have you ever wanted to provide AI-powered services but found ChatGPT's $20/month subscription too expensive for casual users? I built a Telegram bot that offers GPT-5 access for just 1 Telegram Star per request - making AI accessible and affordable for everyone. In this article, I'll walk you through building a monetized AI chatbot using Telegram's native payment system (Telegram Stars), OpenAI's GPT-5 API, and Python. Try the bot: @ChatGPTTlgrmBot Source code: GitHub Repository The concept is simple but powerful: Pay-per-use model: 1 Telegram Star = 1 AI request No subscriptions: Users only pay for what they use Lower barrier to entry: Much cheaper than $20/month ChatGPT Plus Built-in payments: Telegram Stars integration means no external payment processors Python 3.7+ - …  ( 11 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less is CinemaSins’ latest takedown of Nicolas Cage’s delightfully over-the-top performance in Longlegs—complete with every absurdity and “sin” you can spot in the film. With Osgood Perkins’ Keeper on the horizon, the team can’t resist looking back at Cage’s most outrageous moments and dissecting them with trademark wit. Swing by their website or Linktree for all the latest news, drop your thoughts in the sinful poll, and if you’re feeling generous, support the small but mighty CinemaSins crew on Patreon. You can also keep up with Jeremy, Chris, Aaron and the rest of the gang across Twitter, Instagram, TikTok, Discord and Reddit. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is CinemaSins’ latest Halloween special, playfully tearing into (and celebrating) one of the year’s best genre films. In under 15 minutes they rack up hilarious “sins,” shout “this movie rules!” and remind you they’ve got even more channels (@TVSins, @commercialsins, @CinemaSinsPodcastNetwork) waiting for you. They’re also running a sinful poll, Patreon support, Discord invite, Reddit community and all the socials (Twitter, Insta, TikTok) so you can join the fun, follow the writers, grab Jeremy’s book and keep your sin-count up to date. Happy Halloween! Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Over the next month the Weekly Planet crew kicks off a four-week deep dive into the Predator franchise, starting with John McTiernan’s 1987 original starring Arnold Schwarzenegger. They hail Predator as the ultimate 80s action-sci-fi mash-up—perfect direction, writing, cast chemistry, creature design, mud, muscles, lasers, explosions and that iconic cloaking tech all rolled into one cheeky “Caravan of Garbage” review. Hungry for more? Swing by bigsandwich.co for early vids, bonus podcasts, movie commentaries and game let’s-plays, or catch their Extended Audio Edition on YouTube. You can also follow James, Maso and the editing squad on Twitter, subscribe on iTunes/Acappst, support on Patreon or deck out your gear with Weekly Planet merch. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Predator 2’s 1990 follow-up ditches Arnold and the jungle for Danny Glover in a crime-plagued, heat-baked L.A., pitting him against an upgraded, more ruthless Predator. Though it swaps primal dread for urban grit and even throws in a fun Gary Busey cameo, it’s a blast if you’re not expecting a shot-for-shot repeat of the original. Caravan of Garbage’s review highlights how the film leans into its new setting and cast to carve out its own cult-classic groove, inviting viewers to embrace this wild, metropolitan twist on the Predator mythos. Watch on YouTube  ( 6 min )
    [Boost]
    NeuroLeveL – A Smarter Discord XP System, Inspired by Perceptrons Unknownerror-404 ・ Jul 18 #javascript #machinelearning #discord #opensource  ( 6 min )
    Introducing LuciferCore: A High-Performance .NET Server Framework with CLI Support
    If you're building server-side applications in .NET and want a framework that’s fast, flexible, and developer-friendly — meet LuciferCore. LuciferCore is a powerful .NET library designed for building high-performance servers, managing sessions, and streamlining development workflows. Paired with Lucifer.CLI, it offers a complete toolkit for bootstrapping and managing your projects with ease. What Is LuciferCore? Fast and reliable server setup Session management out of the box. A clean CLI to scaffold templates and manage resources. Simple integration with dotnet workflows. Whether you're building a console-based host or a scalable backend service, LuciferCore gives you the tools to get started quickly — and stay productive. Quick Installation dotnet add package LuciferCore Install the CLI globally: dotnet tool install --global Lucifer.CLI CLI Commands You’ll Actually Use lucifer init Generate templates: lucifer create Server lucifer create Session lucifer create Handler Update all components: lucifer update --all Clear generated files: lucifer clear --all Quick Example using LuciferCore.Main; using static LuciferCore.Core.Simulation; GetModel().Run(); Define interactive console commands: [ConsoleCommand("/start host", "Start host")]. [ConsoleCommand("/stop host", "Stop host")]. [ConsoleCommand("/restart host", "Restart host")]. [ConsoleCommand("/start service", "Start services")]. [ConsoleCommand("/stop service", "Stop services")]. [ConsoleCommand("/restart service", "Restart services")]. Then run your app: dotnet run NuGet Packages LuciferCore Lucifer.CLI Final Thought A Personal Note Contact GitHub: thuangf45 Email: kingnemacc@gmail.com NuGet: LuciferCore on NuGet  ( 7 min )
    Gemini CLI update
    How to Update Gemini CLI to the Latest Version Vladislav Guzey ・ Nov 2 #gemini #ai #google #programming  ( 5 min )
    How to Update Gemini CLI to the Latest Version
    The Gemini CLI is an open-source command-line tool that brings the power of Gemini (by Google) to your terminal. Keeping it up to date means you’ll get the latest features, fixes, and better performance. In this simple tutorial, I'm going to show how to update your Gemini CLI to the latest version. Follow these simple steps depending on how you installed it. Open your terminal and type: gemini --version If you installed the CLI globally using npm, run: npm install -g @google/gemini-cli@latest Or you can use: npm update -g @google/gemini-cli If you run the CLI directly via npx, you don’t need to update manually. Just run: npx https://github.com/google-gemini/gemini-cli After updating, run the command below to be sure you’re on the new version. gemini --version Then test a simple command like: gemini --help Updating the Gemini CLI is quick and keeps your tools sharp. The key steps: check version, update via npm (or use npx), and verify the update. For more in-depth details and tutorials about Gemini please check these links: Gemini CLI + MCP: Complete Install in Minutes Official GitHub repo: google-gemini/gemini-cli Official docs: Gemini CLI Documentation on Google Cloud  ( 6 min )
    Go's New WaitGroup.Go
    Go 1.25+ added a new method to the sync package that removes common boilerplate: the WaitGroup.Go() method. If you've used wg.Add(1), go func(), and defer wg.Done() hundreds of times, this one's for you. Here's how we launch concurrent goroutines: package main import ( "fmt" "sync" ) func main() { var wg sync.WaitGroup list1 := []int{10, 20, 30, 40} list2 := []int{1, 10, 20, 30, 40} l1 := []int{-1, 4, 5, 6} l2 := []int{4, 5, 6} wg.Add(1) go func() { defer wg.Done() solution(list2, list1) }() wg.Add(1) go func() { defer wg.Done() solution(l2, l1) }() wg.Wait() } func solution(x, y []int) { var uniqueIdx int for _, num1 := range x { uniqueIdx ^= num1 } for _, num2 := range y…  ( 7 min )
    GIL and Race Condition in Python
    ## What is a GIL (Global Interpreter Lock) As the name suggests, the Global Interpreter Lock (GIL) is an interpreter-level mutually exclusive lock. What does that mean 😬? It means that in a Python process, only one thread can execute Python bytecode at any given time. In other words, two threads cannot execute Python code simultaneously within the same process. So, if the GIL is an interpreter-level lock, can we say that we’ll never face race conditions in a multithreading environment 🤔? As GIL is taking care of and not letting more than one thread run at the same time. The answer is no. Refer to the following code for an explanation. import threading counter = 0 def increment_counter(): global counter for _ in range(1_00_000): counter += 1 thread1 = threading.Thread…  ( 7 min )
    Birthday Sahya Noa♥
    A post by WenTiger  ( 5 min )
    AI's $1B Problem: Can Human Labor Be Replaced for Profit?
    The Future of Work: Can Tech Giants Profit from AI Investments Without Replacing Human Labor? The world of artificial intelligence (AI) has seen tremendous growth in recent years, with tech giants investing heavily in research and development. However, according to Dr. Yann LeCun, often referred to as the "Godfather of AI," these investments may not yield significant profits unless human labor is eventually replaced. Tech giants have been pouring billions into AI research, aiming to develop machines that can learn, reason, and apply knowledge like humans. While this has led to impressive advancements in areas like natural language processing, computer vision, and machine learning, the industry still faces significant challenges before it can become profitable. Dr. LeCun's statement sugge…  ( 7 min )
    Genesis Code: Seed-Based 3D World Cloning
    Genesis Code: Seed-Based 3D World Cloning Tired of endlessly tweaking procedural generation algorithms? Imagine creating complex, perfectly consistent 3D environments from a single, simple seed value. Think of it as a digital fingerprint for an entire world, instantly reproducible and endlessly customizable. The key lies in geometrically-regularized world models. This advanced technique learns to create a compact, internal representation of a 3D space, ensuring that the 'shape' of the virtual environment is preserved in its encoded form. By enforcing geometric constraints during the model's training, we force it to capture the inherent relationships between points in the environment. Think of it like creating a digital clay model – preserving the relative distances between points is cruc…  ( 7 min )
    🚀 Understanding DevOps: The Bridge Between Development and Operations
    🚀 Understanding DevOps: The Bridge Between Development and Operations In today’s fast-paced tech world, software development isn’t just about writing code — it’s about delivering it quickly, reliably, and continuously. That’s where DevOps comes in. DevOps isn’t a tool or a job title (though it’s often used that way). It’s a culture, a set of practices, and a mindset that brings developers and operations teams together to build, test, and release software faster and better. Let’s break it down 👇 The term DevOps combines two words: Dev → Developers who write code Ops → Operations who deploy and maintain that code Traditionally, these two teams worked separately: Developers built features and handed them off. Operations ensured the servers ran smoothly. This led to conflicts — developers …  ( 8 min )
    Hello
    Admin Management System - Complete Guide Production-ready admin management system where super admins can directly create, manage, and control admin permissions. Overview How Admin Creation Works Admin Roles & Permissions Architecture & Workflow API Endpoints Database Models Implementation Guide Security Best Practices Testing & Deployment Troubleshooting FAQ Production Readiness Verification Quick Reference Guide Implementation Checklist This guide covers the production-ready admin management system where super admins have full control to create, manage, and modify admin access. The system intelligently handles both new admin creation and seamless upgrading of existing users to admin roles. The admin creation endpoint is smart and flexible: If a user doesn't exist → creates new ADMIN use…  ( 43 min )
    Project 2
    In our group project we had to play both architect and builder. First, we wrote a design document for another team to implement. That sounded simple until we realized we couldn’t test our ideas, so every class diagram, API, and edge case had to be crystal clear without code to prove it. Then we switched roles and implemented a different group’s design. That was tough in a new way: student-written specs can be incomplete, ambiguous, or optimistic, and we had to fill gaps, reconcile assumptions, and ask lots of clarifying questions. The experience taught us that good design is more than boxes and arrows. It’s concrete examples, clear contracts, traceable requirements, and empathy for the next team. When in doubt: over-communicate, add test cases, and document decisions.  ( 6 min )
    Why Are Data Quality and Governance the Real Foundations for Agentic AI Success?
    Agentic AI: From Assistant to Autonomous Action Imagine software that thinks ahead, takes steps, and completes tasks without constant human instruction. Agentic AI describes systems built to set goals, plan steps, and act across tools and workflows. Because these systems do more than generate answers, they change how companies design processes and measure value. As a result, enterprises must rethink governance, data quality, and change management to capture real benefits. This article explains why agentic AI matters now. First, it shows how agentic orchestration can extend automation beyond scripts and rules. Next, it covers the non AI groundwork that makes agents reliable and safe. Finally, it offers practical steps to prepare teams, tools, and data so agentic automation delivers measur…  ( 15 min )
    Understanding IaaS, PaaS, and SaaS: The Three Pillars of Cloud Computing
    Today, businesses are moving to cloud computing to streamline operations, improve agility, and reduce costs. Cloud computing is a set of services delivered through three main models: Infrastructure as a Service (IaaS), Platform as a Service (PaaS), and Software as a Service (SaaS). Each model gives you a different level of control and responsibility depending on your business. This article discusses all three cloud service models — their differences, benefits, and use cases — to help you better run your business operations and IT strategy. IaaS (Infrastructure as a Service) is a cloud computing model where you rent computing resources like servers, storage, and networking on-demand. For instance, you can rent a virtual data center instead of buying and maintaining your own physical equip…  ( 8 min )
    NPR Music: The Beaches: Tiny Desk Concert
    The Beaches Bring Endless Summer Vibes to Tiny Desk Toronto’s all-star pop-rock crew rolled into NPR Music’s Tiny Desk with tracks from their sun-soaked 2025 album No Hard Feelings, proving it’s always summer somewhere. Kicking off with the irresistibly quotable “Blame Brett,” they cruised through five songs that blend new-wave hooks with queer-joy anthems and party-refusing energy. Jordan Miller’s powerhouse vocals shine on the slow-burn “Lesbian of the Year,” inspired by bandmate Leandra Earl’s coming-out story, while brooding bangers like “Can I Call You in the Morning?” and the epic closer “Last Girls at the Party” feel destined to be concert finales. Between Kylie Miller’s riffs, Leandra’s keys and melodica flourishes, and Eliza Enman McDaniel’s driving drums, The Beaches remind us why we need a little defiant joy all year long. Watch on YouTube  ( 6 min )
    No Laying Up Podcast: How an Apparrel Business Gets Built | Trap Draw, Ep 366
    How an Apparel Business Gets Built | Trap Draw, Ep 366 On this road-trip edition of Trap Draw, Neil and TC link up with Alex Holderness and John Bourne— the brains behind Holderness & Bourne—while cruising through Upstate New York. They unpack their backstories, the birth of their “side hustle” apparel line and how building that brand has echoed No Laying Up’s own journey. What started as a clip for a travel vid turned into the full-length interview because it’s just that good. Along the way, you’ll catch all the ways to support the Evans Scholars Foundation, shout-outs to sponsors, plus links to the No Laying Up newsletter, podcast and the exclusive Nest community. Watch on YouTube  ( 6 min )
    My Cloud Journey Begins: Completing My First Azure Fundamentals Module
    I’ve always been fascinated by how cloud technology powers everything around us — from the apps we use daily to the platforms that connect the world. For a long time, I wanted to start a blog to document my tech journey, but I kept postponing it. Today, completing my first Azure Fundamentals module finally gave me the push I needed. This module helped me understand the core concepts of cloud computing, Azure’s architecture, and real-world use cases that make technology scalable and efficient. More than just learning about the cloud, it reminded me that every big journey starts with a small step — and this blog is that step for me. I’ll be sharing insights, reflections, and project experiences as I continue learning Azure, Web Development, and DSA, and as I build cool things with my coders club! Here’s to learning, growing, and inspiring others to start — no matter how small the step may seem. – Akshatha S  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Cinema Sins dissects Nicolas Cage’s delightfully unhinged performance in Longlegs, counting up every hilarious misstep in under 24 minutes just ahead of Osgood Perkins’ upcoming Keeper. Expect sharp wit, absurd observations (yes, those legs really are that long), and a playful roasting of all things cinematic. Thirsting for more? Cruise over to their Linktree for the latest updates, join the Discord or Reddit communities, fill out their sinful poll, or back the team on Patreon. And don’t miss the writer squad on Twitter, Instagram, and TikTok to keep your sin meter topped up. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Summary CinemaSins is back with “Everything Wrong With Sinners In 15 Minutes Or Less,” playfully ripping into what they call one of the best genre films of the year—complete with their classic sin counter and a Halloween twist. They promise the usual mix of humor and nit-picking, all while cheering on a movie they actually love. They also drop a heap of links—to their main site, YouTube channels (TVSins, CommercialSins, CinemaSins Podcast), a sinful poll, Patreon, Discord, Reddit, Instagram, TikTok, plus writer credits and social handles—inviting fans to connect, vote, and support the team. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 shakes up the formula by swapping Arnold’s jungle for Danny Glover–led LA during a heat-wave crime spree and unleashing a beefier, more relentless Predator. It’s goofy, gritty fun—especially when Gary Busey shows up to steal every scene. The Caravan of Garbage crew breaks down what works and what misses, then points you to extended audio, bonus podcasts, merch and more if you’re hungry for extra banter. Watch on YouTube  ( 6 min )
    Arrays: What you should know
    Were you ever one of those nerdy kids who used Google Sheets to make graphs and stuff instead of creating a blocky, inaccurate mess of a bar graph in your presentation group project? Wanna do it again? Arrays are the most useful data structures in code for holding a lot of data. And I mean a LOT. It's your code, you can write 10,000 lines of pure arrays if you want to. But let's say you have never seen an array before, and have no idea what it does. What does it look like? Unlike most people would expect, arrays are actually variables. They're a special type of variable that can hold more than one value. A simple array would be something like; array = [0, 6, 2, 4] Each value in the array is one variable. Because variables can hold many data types, you could write an array like; array2 = ["Apples", 21, emotion, "Married"] Of course, if you have more data than just a few variables, things can get messy. We thought of that. There's more to arrays than just the one dimension. Yes, the array example was a 1-Dimensional array. This means there are 2-Dimensional arrays, as well as 3, 4, 27, and so on. And no, I will not type a 27-Dimensional array for your entertainment. array2d = [ [11, 12, 13, 14], [21, 22, 23, 24], [31, 32, 33, 34] ] array3d = [ [ [111, 112, 113, 114], [121, 122, 123, 124], [131, 132, 133, 134] ], [ [211, 212, 213, 214], [221, 222, 223, 224], [231, 232, 233, 234] ] ] You may ask. in order to pull values from an array, you have to type the value of each dimension like; array[2] // 6 array2d[2][3] // 32 array3d[2][3][1] // 132 When you would ever use these? Well, just like normal variables. Here are a few examples; if array2d[1][3] = 999 { draw_text(32, 32, "I did something!") } if 12 = 12 { show_message(array3d[4][1][2]) }  ( 7 min )
    IaC in Action: How Terraform & Ansible Deliver a Resilient Flask Application on AWS
    🚀 Introduction: The Power of IaC for Resilient Deployments Hook: Tired of manual deployments? Imagine your web app going down because a single server failed painful, avoidable, and common when infrastructure and configuration are done by hand. Introduce IaC: Infrastructure as Code (IaC) lets you describe infrastructure in declarative files you can version, test, and reuse. With IaC you get consistency, repeatability, speed, and fewer manual mistakes. Project Goal: This guide walks you through building a highly available (HA) Flask web application on AWS, fully automated using Terraform for infrastructure provisioning and Ansible for application configuration and deployment. Key Takeaways: After this guide you'll understand: How Terraform and Ansible complement each other. Basic HA desig…  ( 9 min )
    AWS Terraform Module - Custom Prompt Injection Detection
    This is an open-sourced custom prompt injection detection module, designed for deployment on AWS. I built this using personal time/personal money/personal laptop/personal AWS accounts, and it's not connected to my professional employment whatsoever. You might ask why I'd build this when AWS Bedrock's Guardrails feature offers prompt injection protection. There's a few reasons. Reason 1: Customization. You can customize Guardrails to a good extent, can tell it what keywords or topics to avoid. But you can't tell it what to expect. Reason 2: Freedom. With my own prompt injection detection module, I can easily swap Bedrock for something else. And I can do things the way I want them done. Reason 3: Learning. I'm going down an AI / ML / GenAI / LLM learning pathway. It's wild, and I love doing this stuff. The repo is MIT licensed, is Python based, has 146 passing unit tests. Is it perfect? Nope. Can you help make it better? Yup. Let me know what you think. https://github.com/wayneworkman/terraform-module-prompt-injection-detection  ( 6 min )
    Lorem Ipsum
    What is Lorem Ipsum? Why do we use it? Where does it come from? The standard chunk of Lorem Ipsum used since the 1500s is reproduced below for those interested. Sections 1.10.32 and 1.10.33 from "de Finibus Bonorum et Malorum" by Cicero are also reproduced in their exact original form, accompanied by English versions from the 1914 translation by H. Rackham. Where can I get some? There are many variations of passages of Lorem Ipsum available, but the majority have suffered alteration in some form, by injected humour, or randomised words which don't look even slightly believable. If you are going to use a passage of Lorem Ipsum, you need to be sure there isn't anything embarrassing hidden in the middle of text. All the Lorem Ipsum generators on the Internet tend to repeat predefined chunks as necessary, making this the first true generator on the Internet. It uses a dictionary of over 200 Latin words, combined with a handful of model sentence structures, to generate Lorem Ipsum which looks reasonable. The generated Lorem Ipsum is therefore always free from repetition, injected humour, or non-characteristic words etc.  ( 7 min )
    Free AI Tools Like CheatEye: Make Your Own Profile Finder (2025)
    By Rajni Sharma AI Developer & Open-Source Enthusiast | November 2, 2025 Hey everyone, I'm Rajni Sharma — a full-stack AI dev who's been knee-deep in computer vision and web scraping for the past five years. I've built fraud detectors for banks and even a deepfake spotter that went viral on Hacker News. But nothing hits closer to home than tools for uncovering hidden online lives. Two years ago, I stumbled on CheatEye AI while debugging a personal project. It's a niche site launched in 2023, promising to scan dating apps for secret profiles. Sounds revolutionary, right? Wrong. Let's break it down — and I'll show you free (or cheap) alternatives that actually work, plus code to roll your own. CheatEye AI isn't hacking Tinder or Bumble. That's illegal and impossible without APIs. Instead, i…  ( 8 min )
    The Queue: Producer-Consumer Patterns and Async Communication
    Timothy stared at his screen, frustrated once again. He'd successfully made his book scanning system run multiple tasks concurrently, but now he had a different problem: chaos. "Margaret, look at this," Timothy said, pulling up his code. "I have ten scanner tasks running concurrently, but they're all trying to read from the same list of books. They're fighting over which book to scan next, some books get scanned twice, and sometimes the program just crashes." import asyncio import random books_to_scan = ["Book_1", "Book_2", "Book_3", "Book_4", "Book_5"] scanned_books = [] async def scanner(worker_id): """Scanner task that processes books""" while books_to_scan: # PROBLEM: Multiple tasks accessing shared state! book = books_to_scan.pop(0) # Race condition! …  ( 14 min )
    Real-World Distributed Tracing: Java, OpenTelemetry, and Google Cloud Trace in Production
    Deep Dive into Google Cloud Tracing for Java: A Production-Ready Implementation Guide Distributed tracing has transformed from an operational luxury to a fundamental requirement for understanding production systems. Over the years, I've debugged countless incidents where proper trace instrumentation made the difference between resolving an issue in minutes versus hours of correlation work across fragmented logs. Google Cloud Trace, now deeply integrated with OpenTelemetry standards, has undergone significant evolution—particularly with the September 2025 introduction of the Telemetry API and the architectural improvements that followed. This article provides a comprehensive, production-ready guide to implementing Google Cloud Tracing in Java applications, incorporating the latest feature…  ( 18 min )
    Auditing All Shared Files in Google Drive with Apps Script
    I needed a way to list who can access every shared file on my Google Drive. However, most scripts I found online were not working for me. So I opened Cursor and started building it myself. At first, I intended to publish the Apps Script as an add-on, but it turns out the script needs a restricted scope thus requiring a long review process. Finally I decided to publish the script for free, along with a Google Sheets Template. This is how you can list who has access to every shared file on your Google Drive: Copy the template (includes the script): Drive Audit Files Template. Open your copy and use the Drive Audit menu (as shown): Click Run Audit Now to start your first scan. If Authorization Required appears, click OK and proceed. Click Advanced (bottom-left), then Go to Clasp Drive Audit Add-on Click Select all to grant the requested permissions, then Continue. You’ll see the audit begin: The script will add Drive Audit and Audit Status sheets to your file. Review details in Drive Audit (sensitive info in the screenshot is redacted): Check progress/completion in Audit Status (e.g., running vs. done). You can check the full source code on my github. my blog  ( 6 min )
    The Shift Toward Reactive Programming in Modern Web Development
    In the ever-evolving world of web development, staying ahead of the curve is a constant challenge. As new frameworks, libraries, and paradigms emerge, developers must decide which technologies will define the next generation of applications. One such shift has been the growing popularity of reactive programming. But what exactly does this mean for web development, and why is it becoming such a pivotal part of modern application architecture? Let’s dive into the world of reactive programming and explore why it's becoming the go-to choice for developers today. At its core, reactive programming is about handling data streams and the propagation of changes. Think of it like this: you have a flow of data coming into your app, and instead of manually managing updates whenever something changes, …  ( 9 min )
    GMX V1 Exploit Analysis: How a $42M Classic Reentrancy Attack Unfolded
    A Technical Post-Mortem on a Preventable Vulnerability In the fast-paced world of Decentralized Finance (DeFi), protocols are built on a foundation of open-source code and immutable trust. But this code, no matter how innovative, is still written by humans. In July 2025, the Web3 community received a powerful reminder of this fact when GMX V1, one of the most popular perpetuals exchanges, was exploited in a sophisticated attack that drained $42 million from its vault. The surprise? The vulnerability wasn't a novel zero-day attack. It was an old, well-documented adversary: Reentrancy. In this technical deep dive, we will dissect the attack, identify the vulnerable code, explain how the attacker (later identified as a white-hat) exploited this flaw, and most importantly, discuss how it could…  ( 10 min )
    How to Create and Publish a Flutter Package on pub.dev
    Have you ever built a cool feature in Flutter and thought, “Other developers could really use this!”? That’s when it’s time to turn your code into a Flutter package and share it with the community. In this guide, I’ll walk you step-by-step through creating your own Flutter package and publishing it on pub.dev Step 1: Create a New Package Open your terminal and run: flutter create --template=package my_awesome_package This creates a folder named my_awesome_package with this structure: my_awesome_package/ ├── lib/ │ └── my_awesome_package. Dart ├── pubspec.yaml └── test/ Tip: flutter create --template=plugin my_awesome_plugin Step 2: Write Your Package Code Open the file lib/my_awesome_package.dart. library my_awesome_package; String capitalize(String text) { if (text.isEmpty) return…  ( 7 min )
    ¿Qué Son los Genéricos?
    En programacion muchas veces requerimos crear componentes (como funciones, clases o estructuras de datos) que realicen la misma lógica con diferentes tipos de datos. Por ejemplo: una funcion que invierte el orden de los elementos en un array. Esta funcion utiliza la misma logica para un array de numeros que para un array de textos o un array de objetos Si se define la funciona con tipos especificos (ej: number): function invertir(input: Array): Array { // ... Lógica de inversión } Esta función no puede ser reutilizada para Array. Tendrías que duplicar el código para cada tipo, lo que genera rigidez y mantenimiento complejo. Algunos lenguajes, como por ejemplo typescript, permiten el uso de los tipos comodin, estos serian una solucion. Solo que al utilizar un ti…  ( 7 min )
    Most developers make the mistake of storing prompts in random notes. A serious prompt engineer treats prompts like reusable components.
    Building a Prompt Engineering Toolkit for Developers Jaideep Parashar ・ Nov 2 #webdev #promptengineering #ai #productivity  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage takes the hunt from the jungle to the neon-soaked streets of 1990s Los Angeles, swapping Schwarzenegger for Danny Glover as a city detective battling a deadlier new Predator amid a steamy crime wave. It even throws in a memorable Gary Busey turn for extra chaos. While it misses some of the original’s jungle grit, Predator 2 delivers a fun, fresh spin on the franchise—perfect if you’re up for urban warfare and don’t expect an exact replay of the first movie. Watch on YouTube  ( 6 min )
    RimStone is a different kind of programming language
    From a bicycle to a rocket Over the past 50 years, general-purpose programming languages became more complex due to the constant influx of new features (some of which are great, while others are a "feature creep"). Just look at any major programming language in its early days, versus the latest incarnations. From a distance, it may look like you switched from riding a bicycle to flying a passenger jet with a few hundred knobs, buttons and readout consoles. Arguably, the language structure covers many more usage patterns, yields additional power, and safety has improved, but the complexity and the learning curve has increased too. While in the beginning there was lots of pitfalls due to the lack of features and safety, which would usually result in too many ways of doing the same thing, i…  ( 10 min )
    Building a Prompt Engineering Toolkit for Developers
    Prompt engineering is no longer just a “writing skill”; it has become a core developer skill, especially for those building AI-powered products, automations, or internal tools. But to work efficiently, you need a proper toolkit just like developers use VS Code, Git, Postman, or Docker. Here’s the toolkit I recommend every developer build to level up their AI workflow. 1️⃣ Your Core Prompt Library (The Source of Truth) Most developers make the mistake of storing prompts in random notes. Your library should have: Role-based prompts (e.g., “Senior Dev Debugger”) Skill-specific prompts (e.g., Docker, APIs, Excel, Python) Reusable frameworks (COT, TREE, RECAP, RAG formats) Ideal Structure: /Prompt-Toolkit ├── Coding ├── Debugging ├── Documentation ├── Testing & QA ├── Refactoring └── Busi…  ( 9 min )
    first post
    Sample Website Traffic Data Here is a sample dataset for demonstrating data analysis and visualization with Python. Date Visitors Signups Page Views 2025-10-01 154 22 430 2025-10-02 168 27 445 2025-10-03 190 19 480 2025-10-04 142 18 400 2025-10-05 175 25 455 Plot daily visitors and signups using Python (matplotlib/seaborn) Calculate average visitors per week Analyze correlation between visitors and signups Create tutorials about reading and visualizing CSV data Feel free to use this table as a foundation for your next technical blog post! [web:21][web:6]  ( 6 min )
    Angular 20: Ushering in the Reactive and Zoneless Era
    The release of Angular 20 in May 2025 marked a significant turning point for the Google-developed framework, focusing heavily on performance, developer experience, and reactivity. This version stabilizes major, long-anticipated features and introduces enhancements that solidify Angular position as a powerful choice for building large-scale, high-performance web applications. Overall Features of Angular 20 Angular 20s feature set is centered around delivering a more streamlined, performant, and modern developer workflow. 🌟 Key New and Stabilized Features - Stabilized Signal APIs: - Enhanced Server-Side Rendering (SSR) with Incremental Hydration: - Template Enhancements: @for, and @switch blocks are now stable and are the preferred syntax over the older structural directives (*ngIf, ngFor). - New Template Operators: - Angular Material Updates: 🆚 Angular 20 vs. Angular 19: Major Differences Angular 20 is largely a maturation of the foundational work introduced in Angular 16-19, particularly around reactivity and component structure. The core difference is the shift from experimental and optional modern features (like Signals and Control Flow) to stable and default features, fundamentally changing how new Angular applications are structured and perform. 👍 Advantages and 👎 Disadvantages of Angular 20 ✅ Advantages - Significant Performance Boost: - Simplified Component Architecture: - Enhanced Debugging: ❌ Disadvantages - Learning Curve for Existing Developers: - Migration Complexity: - Ecosystem Catch-Up: - Steep Learning Curve for Newcomers (Initial): While the final result is simpler, a new developer still needs to grasp core Angular concepts like Components, Dependency Injection, and now the new Signals/Zoneless model, which can still feel more opinionated and complex than getting started with lighter frameworks.  ( 8 min )
    Step-by-step Installation guide for Ruby
    Installing Ruby on Xubuntu (My Notes from The Odin Project) Before jumping into Ruby on Rails, we first need to set up Ruby itself. It sounds simple, but trust me — this step can get messy if you skip details. I went through this recently while following The Odin Project, and here’s a cleaner, beginner-friendly walkthrough based on my own experience. Rails runs on Ruby, so before creating your first app, you need the correct Ruby version and a version manager to switch between them easily. I’ll be using rbenv, which helps install and manage Ruby versions safely without touching system files. Always start fresh! Open your terminal (Ctrl + Alt + T on Xubuntu) and update existing packages: sudo apt update && sudo apt upgrade This ensures your system’s libraries are current. Ruby need…  ( 7 min )
    Terraform Basics – Week 1: Deploying Your First Azure VM
    Table of Contents 1. Intro 2. Prerequisites 3. What We’re Building This Week 4. Creating Our Folder and File Structure 5. Why Multiple .tf Files 6. Step by Step Implementation a) providers.tf b) resource-group.tf c) virtual-network.tf d) virtual-machine.tf 7. Deploying to Azure 8. What We’ll Improve Next Week 9. Wrap-Up 1. Intro Welcome to Week 1 of my new Terraform Basics series. When you’re used to clicking through Azure Portal, the idea of spinning up infrastructure through code can feel strange. But once you see how clean, repeatable, and scalable it is, there’s no going back. Terraform makes that transition smooth: you describe your setup in plain text, and Terraform builds it exactly the same way every single time. 2. Prerequisites If you’d like to follow along, here’s what you’ll ne…  ( 8 min )
    The 7 Paid Subscriptions I Use in 2025 as a Freelance Software Developer
    (And Why I Don’t Regret Paying for a Single One) Freelancing in tech is exciting—but it’s also chaotic. Between managing clients, writing clean code, building personal projects, and trying to market yourself, there’s a constant tug-of-war between creativity, productivity, and sanity. I’ve been freelancing as a software developer for the last few years, and 2025 has been the first year where I feel like my workflow finally clicked. Why? Because I invested in the right paid tools — not fancy gadgets or luxury software, but subscriptions that actually make me better at what I do. Here are the 7 paid subscriptions I actively use (and renew every year) that help me code smarter, brand myself professionally, and stay financially stable as a solo dev. Zoviz – My One-Stop Branding & Design Compani…  ( 10 min )
    Browser scrollbar color in the Dark mode.
    SoybeenAdmin is a dashboard template built with Vue 3, Pinia, and TypeScript. With 13.3k stars and 2.3k forks, it is a popular project. I fixed a bug where the scrollbar color didn't switch to light when dark mode was enabled. The fix for Firefox and Chrome involved updating the CSS property scrollbar-color, but this property doesn’t apply to Safari. Safari doesn't support this property, yet I found several websites that displayed different color scrollbars while dark mode was active. The solution for Safari is the color-scheme property. This property informs Safari that the element is dark, allowing it to use a light color scrollbar by default. Although this issue wasn’t difficult, I initially had no idea what was causing it. Chrome, Firefox, and Safari each support different CSS properties, which made it challenging for me to get into frontend development. After checking line by line on MDN, I discovered stylelint. I believe this CSS linter can help alleviate my headaches in the frontend projects I'm involved in.  ( 6 min )
    Daily Artificial Intelligence Digest - Nov 02, 2025
    Industry Trends & Resource Demands OpenAI's rapid growth exemplifies the robust expansion of the AI sector, with significant revenue forecast signaling strong market confidence. This growth is mirrored by continued, substantial investment from big tech companies, underscoring intense competition and the high resource demands of advanced AI development. However, this expansion brings challenges, notably rising energy costs impacting AI operations and data centers, while Microsoft's CEO notes AI's role in workforce dynamics. Concurrently, China's new analog chip signals a potential shift in the global hardware race essential for sustaining AI's computational needs. Recent innovations highlight AI's growing practical utility and advanced capabilities, moving beyond theoretical applications. A notable example involved an AI chatbot effectively cutting a hospital bill significantly by identifying billing errors, demonstrating tangible consumer benefits. Furthermore, AI researchers successfully embodied a large language model into a robot, showcasing progress in integrating sophisticated language understanding with physical interaction. As AI technologies advance, particularly toward agentic intelligence, discussions around comprehensive governance and ethical frameworks intensify. The development of an AI artificial personhood framework is being explored to address the complex challenges posed by increasingly autonomous AI systems. This initiative aims to establish guidelines for managing advanced AI entities and their societal impact.  ( 6 min )
    AI Inference: The Silent Budget Killer (and How to Stop It)
    AI Inference: The Silent Budget Killer (and How to Stop It) You've built an amazing AI model. Training was tough, but you nailed it. Now comes the real shock: deploying and running that model in production. The ongoing cost of inference – actually using the model to generate predictions – can quickly balloon, turning your AI dream into a financial nightmare. The core problem is that inference isn't free. Every prediction requires computational resources, and with large language models (LLMs), this cost can be significant. We can consider the entire inference process as a compute-driven activity that produces predictions as its output. Think of it like this: your AI model is a high-performance sports car. Training is buying the car. Inference is the cost of gas, tires, and maintenance eve…  ( 7 min )
    📰 Major Tech News: November 1st, 2025 — Nvidia's Korean AI Surge, Energy Pressures Mount, and Video AI Takes Center Stage
    In the tech world on November 1st, artificial intelligence continued to dominate the conversation, with hardware giants forging ambitious partnerships and software innovators pushing creative boundaries. But beneath the excitement, sobering realities emerged: skyrocketing energy demands for AI infrastructure are testing global grids, while regulatory deadlines loomed for cybersecurity compliance. It was a day that underscored the sector's relentless pace equal parts promise and peril as companies raced to capitalize on AI's momentum amid mounting operational challenges. Nvidia, the undisputed king of AI chips, took a significant step deeper into Asia's manufacturing heartland today with a landmark deal alongside Samsung Electronics. The two companies announced plans to construct a sprawlin…  ( 10 min )
    Looking forward to this when it comes out on streaming. I saw the original in the theatres when I was a kid and was hooked. Loved the second one mostly because of Daft Punk’s score (and cameo)—so fitting. And this one is scored by NIN! https://youtu.be/ILu
    youtu.be  ( 6 min )
    The Task Scheduler: Managing Multiple Coroutines with asyncio
    Timothy stared at his screen, frustrated. The library's new automated inventory system needed to check the status of books across three different sources: the main catalog, the reserve collection, and the inter-library loan system. He'd written async functions for each source, but his code was taking forever to run. "Margaret, I don't understand," Timothy said, pulling up his code. "I'm using async/await, but it's still running everything sequentially. It's taking just as long as synchronous code!" import asyncio import time async def check_main_catalog(): """Check main catalog - takes 2 seconds""" print(" Checking main catalog...") await asyncio.sleep(2) return {"main": 1247} async def check_reserves(): """Check reserve collection - takes 2 seconds""" print(" C…  ( 17 min )
    🌀 Brent's Algorithm Explained – Faster Cycle Detection for Beginners
    🚀 What Problem Are We Solving? (The Loop) Imagine you are traveling through a sequence of steps (like nodes in a linked list, or numbers from a math formula). Eventually, you might enter a loop, where the steps just repeat forever. The sequence looks like the Greek letter "Rho" : it has a straight Tail leading into a repeating Cycle (Loop). Our goal is simple: Find the length of the repeating Cycle (lambda) and the length of the Tail (k) as quickly as possible. Concept What it is Example Tail (k) The steps before the cycle starts. 1, 2, 3 (3 steps) Cycle (lambda) The sequence that repeats infinitely. 4, 5, 6 (3 steps) Full Sequence 1, 2, 3, 4, 5, 6, 4, 5, 6, 4, 5, 6, ... Brent's Algorithm is a clever way to find this loop. Unlike other methods that crawl slowly, Brent's…  ( 9 min )
    SE371 Project 2 Ayaan Ahmed
    For Project 2, I worked on the SearchList, mainly the RangeTracker, SearchList, and SearchListFactory classes. I also wrote and ran my assigned JUnit tests (T1, T15, T16, T27–T29). Most of my time went into getting everything to build and run smoothly while keeping my branch (ayaanBranch) synced with main. There were a few bumps along the way. At one point a leftover HashMap file randomly came back into the repo, which I had to delete again. I also had to restore Node and NodeFactory from origin/main so everything matched up. After that, my build and tests passed fine on my end, though two shared tests in the main SearchListTest file were still failing. Those weren’t mine, so I didn’t touch them and just made sure my new test files worked. Cristian led the team while the rest of us worked on our sections. We used our Teams Chat to coordinate, but since we were implementing another team’s design, a few unclear spots in their documentation slowed things down. That part made it trickier since everyone’s work depended on each other lining up correctly. Overall, I learned a lot about syncing branches, fixing merge issues, and running Gradle builds properly. If I could change anything, I’d make my UML diagram a little more detailed so the connections between classes were clearer. Everything I worked on built and passed locally before I pushed my final commits and opened my pull request.  ( 6 min )
    AndesVL Technical Report: An Efficient Mobile-side Multimodal Large LanguageModel
    AndesVL: AI That Fits Right Inside Your Pocket Ever imagined your phone could see and think like a mini‑computer brain? Scientists have created a new AI called AndesVL that does exactly that—running powerful visual‑language tasks straight on your mobile device. first‑tier performance on everything from answering questions about photos to solving math puzzles on the screen. AndesVL’s breakthrough opens the door for smarter camera apps, on‑device translators, and even safer AR experiences for everyone. Read article comprehensive review in Paperium.net: AndesVL Technical Report: An Efficient Mobile-side Multimodal Large LanguageModel 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 16 min )
    life is a meme!
    MemeExplorer Sinatra App — Developer Takeaways This file summarizes my major learnings and insights while building the MemeExplorer Sinatra app. It reflects both technical growth and system-level thinking. Key Learnings: Structured complex logic inside a class-based Sinatra app (MemeExplorer < Sinatra::Base). Integrated Puma for concurrency, handling multiple simultaneous requests efficiently. Used middleware (Rack::Attack) for rate-limiting and API protection. Takeaway: I treated Sinatra like Rails — modular, configurable, and production-aware — a sign of senior-level backend thinking. Key Learnings: Used Redis for caching and throttling, SQLite for persistence. Handled Redis connection errors gracefully with fallbacks. Built auto-cleanup routines for stale data. Takeaway: Developed a…  ( 8 min )
  • Open

    ASTER Zooms 20% as Binance's CZ Purchases 2M Tokens
    ASTER is a rebranded derivative platform token with a max supply of 8 billion, focusing on community incentives and decentralized exchange features.  ( 29 min )
    The AWS Outage Shows Why Crypto Can't Keep Relying On Centralized Infrastructure
    For an industry that prides itself on decentralization and constantly lauds its benefits, crypto exchanges being so reliant on vulnerable centralized cloud platforms for their own infrastructure feels like hypocrisy, argues Dr. Max Li, founder and CEO of OORT.  ( 33 min )
    'Bitcoin's Silent IPO': Analyst Addresses BTC's Lame Price Action in Viral Weekend Essay
    Wildly successful ETFs, accelerating institutional adoption and friendly regulatory policy, yet bitcoin watches from the sidelines as other assets surge. What gives?  ( 32 min )
    Sam Bankman-Fried's Last Chance? Appeals Court to Hear Arguments on FTX Founder's Retrial Motion Next Week
    The FTX founder is looking for a fresh trial on his fraud and conspiracy charges. He's got an uphill battle.  ( 38 min )
    November Could Be the New October for U.S. Crypto ETFs After Shutdown Delays SEC Decisions
    After October’s delays caused by the U.S. government shutdown, ETF issuers are finding new ways to bring spot crypto funds to market.  ( 30 min )
  • Open

    Yamaha Unveils Six Futuristic Models At Japan Mobility Show 2025
    Yamaha has taken the stage with six unique models at this year’s Japan Mobility Show (JMS 2025). These include the Motoroid: A Lambda, Tricera, Proto, H2 Buddy Porter concepts which utilises hybrid, electric and hydrogen alternatives. The first prototype of the Motoroid: A Lambda was showcased in 2017, which could stand and interact autonomously. It […] The post Yamaha Unveils Six Futuristic Models At Japan Mobility Show 2025 appeared first on Lowyat.NET.  ( 35 min )
    Govt Considering Possible Ban On Roblox Over Child Safety Concerns
    The Malaysian government is weighing the possibility of banning the popular online gaming platform Roblox following growing concerns over its potential influence on children. Women, Family and Community Development Minister Datuk Seri Nancy Shukri said discussions are still ongoing and that any decision will take into account Australia’s upcoming regulations on Roblox, which are expected […] The post Govt Considering Possible Ban On Roblox Over Child Safety Concerns appeared first on Lowyat.NET.  ( 34 min )
    GWM Malaysia May Launch Ora Good Cat 2025 Refresh On 6 November
    GWM Malaysia previously announced that it is taking bookings for the 2025 refresh of the Ora Good Cat. The company even teased the estimated retail prices for two variants. But more recently, local automotive outlets have reported that both will be launching on 6 November. From the reports, the base model Ora Good Cat will […] The post GWM Malaysia May Launch Ora Good Cat 2025 Refresh On 6 November appeared first on Lowyat.NET.  ( 33 min )
    OPPO Find N6 Key Specs Leaked; May Feature 6,000mAh Battery
    With the launch of the OPPO Find X9 series behind us, the rumour mill has started to churn out details on the brand’s next premium device. This time, we’re looking at some specifications of the Find N6, courtesy of a Weibo post by serial leakster Digital Chat Station. According to the leakster, the new foldable […] The post OPPO Find N6 Key Specs Leaked; May Feature 6,000mAh Battery appeared first on Lowyat.NET.  ( 34 min )
  • Open

    Moving past speculation: How deterministic CPUs deliver predictable AI performance
    For more than three decades, modern CPUs have relied on speculative execution to keep pipelines full. When it emerged in the 1990s, speculation was hailed as a breakthrough — just as pipelining and superscalar execution had been in earlier decades. Each marked a generational leap in microarchitecture. By predicting the outcomes of branches and memory loads, processors could avoid stalls and keep execution units busy. But this architectural shift came at a cost: Wasted energy when predictions failed, increased complexity and vulnerabilities such as Spectre and Meltdown. These challenges set the stage for an alternative: A deterministic, time-based execution model. As David Patterson observed in 1980, “A RISC potentially gains in speed merely from a simpler design.” Patterson’s principle of…

  • Open

    Scientists Growing Colour Without Chemicals
    Comments  ( 67 min )
    Show HN: Duper – The Format That's Super
    Comments  ( 1 min )
    Text case changes the size of QR codes
    Comments  ( 5 min )
    DEC64: Decimal Floating Point
    Comments  ( 5 min )
    Pomelli
    Comments  ( 13 min )
    Pomelli
    Comments  ( 1 min )
    The purported benefits of effect systems
    Comments  ( 14 min )
    Show HN: KeyLeak Detector – Scan websites for exposed API keys and secrets
    Comments  ( 14 min )
    Can you save on LLM tokens using images instead of text?
    Comments  ( 3 min )
    How often does Python allocate?
    Comments  ( 7 min )
    OpenDesk by the Centre for Digital Sovereignty
    Comments  ( 4 min )
    OS maintained by a single developer since 1997: Visopsys
    Comments  ( 2 min )
    SailfishOS: A Linux-based European alternative to dominant mobile OSes
    Comments  ( 3 min )
    AI Broke Interviews
    Comments  ( 31 min )
    FFmpeg Dealing with a Security Researcher
    Comments  ( 3 min )
    Sam Altman tried to cancel his Tesla Roadster, but he was ghosted
    Comments  ( 10 min )
    From 400 Mbps to 1.7 Gbps: A WiFi 7 Debugging Journey
    Comments  ( 4 min )
    Sanders: Government should break up OpenAI
    Comments
    Beginner-friendly, unofficial documentation for Helix text editor
    Comments  ( 10 min )
    word2vec-style vector arithmetic on docs embeddings
    Comments  ( 6 min )
    US will not send officials to COP30 climate talks
    Comments
    Czech police forced to turn off facial recognition cameras at the Prague airport
    Comments  ( 7 min )
    Claude Code Can Debug Low-Level Cryptography
    Comments  ( 5 min )
    Powell – unlike the dotcom boom, AI spending isn't a bubble
    Comments  ( 26 min )
    Reconfigurable Analog Computers
    Comments  ( 2 min )
    Visible from space, Sudan's bloodied sands expose a massacre of thousands
    Comments  ( 8 min )
    Show HN: Why write code if the LLM can just do the thing? (web app experiment)
    Comments  ( 11 min )
    OpenAI Moves to Complete Potentially the Largest Theft in Human History
    Comments
    Vacuum bricked after user blocks data collection – user mods it to run anyway
    Comments  ( 111 min )
    The giant basket case countries
    Comments  ( 26 min )
    How I Learned to Stop Worrying and Love My Shitty Life
    Comments  ( 24 min )
    Ask HN: Where to Begin with "Modern" Emacs?
    Comments  ( 5 min )
    What the Air You Breathe May Be Doing to Your Brain
    Comments
    Chat Control proposal fails again after public opposition
    Comments  ( 5 min )
    WebAssembly (WASM) arch support for the Linux kernel
    Comments  ( 8 min )
    GHC now runs in the browser
    Comments  ( 3 min )
    Data centers contribute to high prices as energy bills electrify local politics
    Comments
    I think Substrate is a $1B Fraud
    Comments
    Syntax and Semantics of Programming Languages
    Comments
    Timing Wheels
    Comments  ( 23 min )
    Open-Source Ada: From Gateware to Application
    Comments  ( 10 min )
    Tech companies are firing everyone to "fund AI", spending money on each other
    Comments
    Email verification protocol
    Comments  ( 35 min )
    arXiv No Longer Accepts Computer Science Position or Review Papers Due to LLMs
    Comments  ( 8 min )
    The Silent Scientist: When Software Research Fails to Reach Its Audience
    Comments  ( 13 min )
    Tigerbeetle Simulator
    Comments  ( 2 min )
    Gilded Rage – Why Silicon Valley went from libertarian to authoritarian
    Comments
    CharlotteOS – An Experimental Modern Operating System
    Comments  ( 7 min )
    SQLite concurrency and why you should care about it
    Comments  ( 5 min )
    Abandonware of the web: do you know that there is an HTML tables API?
    Comments
    Nutella maker in hazelnut stand-off with Turkish dealers
    Comments  ( 6 min )
    .arpa, rDNS and a few magical ICMP hacks
    Comments  ( 15 min )
    You Can't Refuse to Be Scanned by ICE's Facial Recognition App, DHS Document Say
    Comments  ( 4 min )
    Hard Rust requirements from May onward for all Debian ports
    Comments  ( 1 min )
    Intent to Deprecate and Remove: Deprecate and Remove XSLT
    Comments  ( 58 min )
    New analog chip that is 1k times faster than high-end Nvidia GPUs
    Comments  ( 107 min )
    The Profitable Startup
    Comments  ( 80 min )
    Developers in C-Level Meetings
    Comments
    1973 Implementation of Wordle Was Published by Dec (2022)
    Comments  ( 9 min )
    Fungus: The Befunge CPU(2015)
    Comments  ( 30 min )
    Chibi Izumi: Phased dependency injection for TypeScript
    Comments  ( 35 min )
    "Our research is greatly sped up by AI but AI still needs us"
    Comments  ( 3 min )
  • Open

    Django Ninja Aio Crud - REST framework
    Hi everyone, i want to show you my github repo. I created a framework based on Django and Django Ninja that works with asynchronous operations (only them right now) and make you able to create REST api and CRUD operations with a really simple code implementation. Check it on GitHub and, if you like, please leave here a comment and a star on github and give it a shot, i will appreciate it a lot.  ( 6 min )
    Our Lunar Landing Site API goes Live Today!
    The Problem: Finding a Safe Place to Land on the Moon is Really Hard Imagine you're planning a lunar mission. You need to find a landing site that's: Safe: Flat terrain, low roughness, minimal hazards Sunlit: Enough solar visibility for power generation Accessible: Close to your target location Well-characterized: Backed by high-quality data The traditional workflow? Download hundreds of gigabytes of NASA raster data, spend days in QGIS or ArcGIS running terrain analyses, manually compare sites, and repeat for every mission scenario. Time required: 2-4 weeks per landing site evaluation. For the Artemis program, NASA identified 13 candidate regions near the Lunar South Pole after extensive analysis of terrain data, illumination patterns, and accessibility—work that requires specialized GI…  ( 11 min )
    AI's Blind Spot: A Simple Filter for Unlearning Bias
    AI's Blind Spot: A Simple Filter for Unlearning Bias Imagine your AI is a painter, meticulously trained to create stunning landscapes. But what if, due to skewed initial instructions, it consistently favors certain colors, overshadowing others? This baked-in bias can lead to skewed results and erode trust in your model. Fortunately, there's a surprisingly elegant solution: an output filter designed to selectively "unlearn" problematic patterns. The core idea is to treat the classification process as a series of incremental learnings. Our "unlearning" filter acts as a final layer, redistributing the model's outputs to counteract the learned bias. Think of it as adjusting the color balance on your landscape painting, making the less prominent colors shine through. This approach offers seve…  ( 7 min )
    Beyond the LLM: The 8 Essential Components for Building Reliable AI Agents and Where Coding Tools Fit In
    Here is Chinese version overview Think of an "AI Agent" as a smart assistant that can perform tasks on its own. The main goal is to build these agents so they are stable, produce verifiable results, and can be reused, managed, and expanded upon. The original text lays out a blueprint for how to build a truly "general purpose" AI agent and then explains what types of agent tasks are well-suited for a coding environment (like an IDE) and which are not. To build a robust and trustworthy AI agent, you need a layered system. Intelligence (the AI model) is just one piece of the puzzle. Interaction/Console (The User Interface): This is how you talk to the agent, see what it's doing, and approve its actions. It could be a plugin in your code editor, a website, or a command-line tool. Its main jo…  ( 12 min )
    Will Developers Survive AI Takeover? Part 3: What Happens If You Stay Old School?
    Table of Contents AI Hype is Wearing Off Slowly But Surely 0 or 1? You Don't Have to Pick Sides, Don't Label Yourself Picking the Right Tool for the Right Job Example: Can You Write a Website on C Programming Language? Now, Let's Apply That Context to AI Don't Be Too Cool for School "AI Makes You Dumber, AI Makes Your IQ Lower, AI This... AI That..." There's Still No Excuse Summary and What's Next AI is here to stay, it's not going anywhere despite videos and articles claiming its bubble will pop. While there's some truth to these concerns, most such titles are clickbait. Sure, people are realizing that AI won't solve all their problems or make them rich without effort, but let's not be too dramatic - AI is going to stay like it is now for the most part. Though, it's encouraging to see …  ( 16 min )
    Sistema de Control de Jobs en Tiempo Real con Channels y Background Services en .NET
    Introducción En el desarrollo moderno de aplicaciones, es común necesitar ejecutar procesos en segundo plano que se comuniquen con nuestra API de forma eficiente y segura. Tradicionalmente, esto se resolvía con implementaciones complejas usando locks, colas manuales o infraestructura externa como RabbitMQ. Sin embargo, .NET ofrece una solución simple pero elegante: System.Threading.Channels. En este artículo, exploraremos cómo construir un sistema de control de jobs en tiempo real utilizando: 🔧 Channels para comunicación thread-safe entre componentes 🔄 Background Services para tareas recurrentes 🚀 Minimal APIs para endpoints modernos y limpios ⚡ TaskCompletionSource para comunicación bidireccional Al finalizar, tendrás un proyecto funcional que puedes adaptar para casos de uso reales …  ( 13 min )
    Building Elegant Batch Jobs in Laravel with Clean Architecture
    Introduction When you need to process millions of records, the naive approach—looping through everything in a single job—quickly fails. A better way is to break processing into small, repeatable batches. In this article, we’ll build a generic batch job pattern for Laravel that’s: safe to serialize in the queue, dependency-injection friendly, clean and extensible. No reflection tricks, no magic container calls—just solid code. Each batch job: Executes one iteration (limit items starting from offset). Reschedules itself if there’s more work to do. Delegates business logic to a handler implementing a shared interface. namespace App\Foundation\Jobs\Batch; use Illuminate\Support\Carbon; interface BatchJobHandler { /** * Process one batch. * Must return the number of processed …  ( 7 min )
    Covering index for $group/$sum in MongoDB aggregation (with hint)
    MongoDB indexes enable quick equality and range filtering (with $match) and ordering (with $sort). For aggregation operations like $group with $first or $last accumulators, indexes can dramatically improve performance through the DISTINCT_SCAN optimization. However, for hash-based aggregations such as $group with $sum or $sortByCount, there's not such optimization. While indexes can provide significant performance benefits by creating covered query plans (avoiding document fetches), the query planner won't automatically select them. You must explicitly specify the index using a hint. I created a test collection with 50,000 documents. Each document has a "groupme" field with 1000 distinct values, and a filler field (a random 50KB base64 string). base64 -w 51200 /dev/urandom | awk 'NR>50000…  ( 11 min )
    Unlock Dual Revenue Streams: Monetizing Your LLM Apps with AI Conversations
    Unlocking Dual Revenue with Monetization: What If Your AI App Could Pay You Back in Two Ways? Imagine if your AI application could generate revenue not just from subscriptions or paywalls, but also from hosting relevant ads seamlessly integrated into the user experience. What if you could tap into a dual revenue stream, allowing you to focus on innovation while still reaping the financial rewards? Welcome to Monetzly—your solution for sustainable AI app monetization. Monetzly is pioneering the first dual-earning platform specifically designed for AI applications. Our mission is simple: empower developers to monetize their apps while also benefiting from conversation-native advertising. With the rapid growth of AI applications, many developers face a common challenge—how to monetize witho…  ( 7 min )
    Are Large Reasoning Models Interruptible?
    Can AI Think When the World Keeps Changing? What if your smartest AI assistant could forget mid‑thought? Researchers discovered that huge language models, praised for solving tough puzzles, usually assume everything stays the same while they think. This breakthrough shows why we must design AI that stays steady in a moving world, and the insight is crucial for future assistants that help us every day. Read article comprehensive review in Paperium.net: Are Large Reasoning Models Interruptible? 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 15 min )
    How to Create AI Agents Using Mastra and TypeScript
    Introduction Ever wish there was a smarter way to search for tech jobs? I built an AI agent that understands natural language queries like "Find me 5 latest Flutter jobs" and returns relevant postings from public job feeds. This isn't a tutorial on how to build agents from scratch. Instead, I'm walking you through how this specific project works—the decisions I made, the gotchas I hit, and real code examples you can learn from. The agent workflow is simple but practical: User asks: "Show me remote backend roles" Agent extracts keywords: ['backend', 'remote'] Agent calls a tool that searches cached RSS feeds Tool returns ranked, deduplicated jobs Agent formats results for the user You'll need Node.js 18+, an OpenAI API key, and comfort reading TypeScript. We're not reinventing the wheel …  ( 12 min )
    Whatsapp Chatbot Multitenant - Whatsapp Cloud API
    Hello everyone, I’m working on my SaaS, which is a multi-user chatbot for WhatsApp. In other words, it will be a single chatbot that serves multiple clients (WhatsApp numbers) who receive questions on their WhatsApp accounts. The chatbot’s logic will read which number received the message and, based on that, will retrieve specific information to respond. I’m using Python, Flask, and the WhatsApp Cloud API. I’m building an MVP that I’ll use to validate with potential clients. It's really sad that I cannot communicate with some customer/business support from Whatsapp, I need to be a tech provider or Business Provider to have access to it. I have the following questions: Do I need to be some kind of Meta partner (Tech Provider, Business, etc.) to create my business/company (Chatbot) and use the WhatsApp Cloud API in my multi-tenant chatbot? Do my clients’ numbers need to be WhatsApp Business numbers (WABAs), or can they be regular WhatsApp numbers? Thanks.  ( 6 min )
    Bryan Bros Golf: Can We Make Cut in Return to Pro Golf? (International Series)
    Can’t wait to be back in pro golf action—Bryan Bros are teeing off at an Asian Tour International Series event and trying to make the cut. Tune in on Twitch, sign up for the newsletter, or hop into Discord to follow every swing. They’ve teamed up with Foresight Sports, Bushnell, LAB Putters, Takomo, Rhoback and Bruce Bolt Gloves for all their gear needs. Don’t forget to subscribe on YouTube and catch them on Twitter, Instagram & Facebook! Watch on YouTube  ( 6 min )
    Keeping Linux Responsive - Taming the OOM Killer with EarlyOOM
    Ready, Aim, Kill. The Linux hitman that decides what to kill. But is it a dud? Here is another, more accurate analogy. Linux kernel's OOM killer is like a firefighter who shows up after the house is already ashes. I am pretty sure it kills something, but your screen is already grey, system is frozen, and those Ctrl+ALT+Del panic smashing is fruitless. How does the linux kernel choose it's target to kill? out_of_memory() [!cite] Kernal Doc If we run out of memory, we have the choice between either killing a random task (bad), letting the system crash (worse) OR try to be smart about which process to kill. Note that we don't have to be perfect here, we just have to be good. It chooses a method based on its badness — a kind of naughty list. The OOM killer is partial toward root proce…  ( 9 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Predator – Caravan of Garbage kicks off a four-week series dissecting the first four Predator movies, starting with Arnie’s 1987 classic. The hosts hail Predator as the ultimate 80s action-sci-fi mash-up, thanks to its spot-on direction, writing, cast, creature design and iconic blend of mud, lasers and explosions. For more goodies (early vids, bonus podcasts, commentaries and let’s-plays), swing by bigsandwich.co, subscribe on YouTube, follow James (@mrsundaymovies) and Maso (@wikipediabrown), or back the show on Patreon—and don’t forget the merch! Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Fresh off the first film’s success, this 1990 sequel ditches Schwarzenegger’s jungle for a crime- and heat-soaked L.A., brings in Danny Glover and ups the ante with an even deadlier Predator. It may lack some of the original’s wilderness vibes, but if you’re cool with a change of scenery, a grittier crime wave and a dash of Gary Busey, it’s a fun, wild ride. Watch on YouTube  ( 6 min )
    Semantic search with embeddings in PHP: a hands-on guide using Neuron AI and Ollama
    Imagine you run an e-commerce or content website. A user searches for “holiday gifts”, but your product catalog includes titles like “Christmas stocking”, “December sale”, or “winter celebration bundle”. A traditional keyword search will struggle to find these items if the exact words don’t match. This is where embeddings come in. Embeddings let your system search by meaning rather than just matching words. By converting text into numerical vectors that represent semantic meaning, embeddings enable the identification of similar items even when they use different words. Everyday use cases include: Semantic search (searching by meaning) Recommendation systems (finding similar products or documents) Duplicate detection (different phrasings, same idea) Chatbots and intent classification Think …  ( 9 min )
    How to Optimize Delphi Code Performance in 2025?
    In the fast-evolving world of software development, optimizing the performance of your code has never been more crucial. With Delphi being a powerful language used by many developers, ensuring its code is both efficient and effective is key to maintaining competitive applications. In this article, we'll explore strategies for optimizing Delphi code performance in 2025. First and foremost, always make sure you are using the most recent version of Delphi. Every release comes packed with performance enhancements and new features that can significantly aid in optimization. Tools and compilations optimize our code far better with the latest advancements. Choosing the right data structure is paramount. Use lightweight and efficient structures such as arrays and records when appropriate. Remember…  ( 7 min )
    Did you know that AI systems have been found to have bias ag
    Did you know that AI systems have been found to have bias against "non-traditional" names, such as those with multiple vowels or unusual spellings, potentially excluding people with non-Western backgrounds from job opportunities? Publicado automáticamente con IA/ML.  ( 6 min )
    🏁ASPICE Literacy — Episode 9: ASPICE & Functional Safety: Siblings 👫 or Strangers 👥?
    In automotive development, two frameworks dominate the conversation: ASPICE and ISO 26262. Both claim to safeguard quality and safety — but too often they live in silos. Are they natural allies, or awkward strangers forced to share the same project space? Let's find out. There's a neat trick many leaders have perfected: unwavering commitment to quality and safety, then quietly reward teams for producing checklists that look nice in audits. The result? Fake compliance. Glossy decks. And — no surprise — product recalls. Audit magic doesn't stop recalls. (Gemini generated image) Last episode we exposed the "PowerPoint Project" — organizations winning audits while losing reality. Here, the stakes escalate: When ASPICE (process quality) and ISO 26262 (functional safety) drift apart, audit theat…  ( 9 min )
    How can I bind OLSRT to PHP?
    Hey Dev Community! After my last blog about binding OLSRT to Node.js, I’m back again—this time with a new challenge: How can I bind OLSRT to PHP? If you’ve ever wanted to bring async/event‑driven power into PHP, this post is for you. Let’s dive in together! Before we start, make sure you have: Knowledge: C programming and basic PHP internals (Zend API). Tools: On Windows: PHP SDK, Visual Studio (MSVC), Git. On Linux/macOS: php-dev, phpize, GCC/Clang, Autotools, Git. OLSRT repo cloned: git clone https://github.com/OverLab-Group/OLSRT Inside your project root, create: php_olsrt.h — header file php_olsrt.c — main binding code config.m4 (Linux/macOS) or config.w32 (Windows) — build config test.php — to test the extension Also add include directories to compiler: OLSRT/src, OLSRT/inc…  ( 7 min )
    **Emotion-Informed Sentiment Analysis** ```python import nl
    Emotion-Informed Sentiment Analysis python import nltk from nltk.sentiment import SentimentIntensityAnalyzer # Load sentiment intensity analyzer sia = SentimentIntensityAnalyzer() def analyze(text): emotions = ['anger', 'fear', 'joy'... --- *Publicado automáticamente con IA/ML.*  ( 6 min )
    CI/CT Quality Automation Tool
    Hi All - Something i've been working on for a while - so far/currently open source - hope u find it useful.. 🚀 Major Release: create-quality-automation v2.3.0 After comprehensive code review and user feedback, we've rebuilt our quality automation CLI around a core philosophy: use best-in-class existing tools, don't reinvent the wheel. Key Improvements: 🔧 Replaced custom package.json handling with @npmcli/package-json (the official npm library) 🔒 Integrated gitleaks for production-grade secret scanning ⚡ Added actionlint for advanced GitHub Actions workflow validation 📝 Switched to markdownlint-cli2 for robust documentation validation 🪟 Enhanced Windows compatibility by removing shell dependencies 🎯 Added Node.js 20+ requirement enforcement with proper lazy loading Why This Matters: Rather than building custom solutions, we now leverage mature, battle-tested tools that teams already trust. This approach delivers better reliability, more features, and easier maintenance. Perfect for: • JavaScript/TypeScript projects • Python development • Teams implementing DevOps best practices • Open source maintainers Get started in seconds: npx create-quality-automation@latest The tool automatically configures ESLint, Prettier, Husky, lint-staged, GitHub Actions, and more - all with production-ready defaults. #DevOps #QualityAutomation #JavaScript #TypeScript #Python #OpenSource #CLI #npm #AIBuilderLab  ( 6 min )
    **Transformers in Medical Diagnosis: A Breakthrough at the U
    Transformers in Medical Diagnosis: A Breakthrough at the University of California, San Francisco (UCSF) Researchers at UCSF leveraged the transformer architecture to develop a model that predicts patient outcomes of sepsis, a life-threatening... Publicado automáticamente con IA/ML.  ( 6 min )
    A Tale of LLMs and Induced Small Proxies: Scalable Agents for Knowledge Mining
    How Tiny AI Helpers Turn Massive Text into Fast Answers Ever wondered how a computer can read millions of articles and instantly pull out the facts you need? Scientists have created a clever system called Falconer that lets a powerful language model act like a master planner, while tiny “proxy” models do the heavy lifting. This breakthrough means researchers can scan oceans of text for new insights without breaking the bank, opening the door for faster discoveries in health, climate, and everyday news. Imagine a world where knowledge is mined as easily as scrolling your feed—because now it truly can be. Read article comprehensive review in Paperium.net: A Tale of LLMs and Induced Small Proxies: Scalable Agents for Knowledge Mining 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 15 min )
    Day 1 of #LearnInPublic Java Patterns
    🎯 Topic: Rectangular Star Pattern I learned how to use nested for loops in Java to print shapes. Here’s my output for N = 4 👇 * * * * * * * * * * * * * * * * It looks simple — but understanding how loops nest inside each other really builds logic skills for future problems. 💡 Takeaway: Pattern questions are the best way to train your brain for logical thinking. class Main { static void pattern1(int N) { // This is the outer loop which will loop for the rows. for (int i = 0; i < N; i++) { // This is the inner loop which here, loops for the columns // as we have to print a rectangular pattern. for (int j = 0; j < N; j++) { System.out.print("* "); } // As soon as N stars are printed, we move to the // next row and give a line break otherwise all stars // would get printed in 1 line. System.out.println(); } } public static void main(String[] args) { // Here, we have taken the value of N as 5. // We can also take input from the user. int N = 5; pattern1(N); } } Approach: We always use nested loops for printing the patterns. For the outer loop, we count the number of lines/rows and loop for them. Next, for the inner loop, we focus on the number of columns and somehow connect them to the rows by forming a logic such that for each row we get the required number of columns to be printed. We print the ‘*’ inside the inner loop. Observe symmetry in the pattern or check if a pattern is a combination of two or more similar patterns. In this particular problem, we run the outer loop for N times since we have N rows to be printed, the inner loop also runs for N times as we have to print N stars in each row. This way we get a rectangular star pattern (square) with an equal number of rows and columns .  ( 7 min )
    AI as Mathematical Muse: Unlocking the Universe's Secrets Together
    AI as Mathematical Muse: Unlocking the Universe's Secrets Together Imagine tackling a complex equation describing material behavior, a problem so convoluted it's been stuck in the realm of theoretical physics for decades. What if AI could act not just as a calculator, but as a collaborator, offering innovative pathways to solutions that previously seemed impossible? This is the promise of a new paradigm: collaborative mathematical reasoning. Instead of simply asking AI to solve a problem, we guide it through the logical steps, decompose complex problems into smaller, manageable sub-problems, and use its immense computational power to explore potential solution pathways. At its core, this approach involves a feedback loop where human intuition guides AI exploration, and AI-generated insig…  ( 7 min )
    The infrastructure stack is getting faster. Terraform is not.
    TL;DR $ cat velocity-gap.tldr • Every layer of the stack is getting faster except infrastructure • Terraform's state system is the bottleneck, not the execution model • This is a solvable engineering problem, not an inherent limitation Application deployment got fast. CI pipelines got fast. Container orchestration got fast. Observability got fast. Infrastructure provisioning did not. That's not an accident. It's architecture. Look at the modern software stack. Kubernetes deployments converge in seconds. GitHub Actions runs complete in minutes. Observability platforms ingest and query terabytes in real time. Every layer has been optimized for velocity because velocity is table stakes. Except infrastructure. Terraform plans take minutes. Applies queue behind locks. State operations ser…  ( 11 min )
    iPlusCode - a small Chrome extension to make Codeforces a bit nicer
    I spend a lot of time on Codeforces, and one thing I always wanted was: So I built iPlusCode — a Chrome extension that sits on Codeforces pages and adds some extra tools for practice. In this post, I’ll share what the extension does, how it works (especially the “Friend's code” feature), and some lessons I learned building it. Bookmark problems from Codeforces Add notes to a problem (saved in Chrome sync) Filter/sort problems by rating or tags Sync solved problems using the Codeforces API Hide tags if you don’t want spoilers Main thing: view friends’ accepted codes in a modal on the same page. One unique aspect of competitive programming is learning from others. iPlusCode makes this easier by integrating friend's solutions right into the problem page. When you click “Show Codes” under…  ( 8 min )
    JavaScript Did not Crash. That Does not Mean It is Fine.
    When you first start learning to code, you usually expect two outcomes: JavaScript has a secret third option: That quiet behaviour is what I mean when I say: JavaScript often fails silently. Your code can be doing the wrong thing, and the language will not always warn you. In this article, I want to show you how that happens, why it happens, and a few habits that help you protect yourself from it. JavaScript is very eager to guess what you meant. For example: const result = "12" / 3; console.log(result); // 4 Let us pause there. "12" is a string. It is text. In many other languages, doing maths on text would throw an error. JavaScript does not throw. It says, basically: “Oh, you probably meant the number 12,” quietly converts the string to a number, and gives you 4. No warning. No complai…  ( 11 min )
    The Digital Inheritance Crisis: A Technical Guide to Passing Crypto Assets (2026)
    Let's talk about the elephant in the room that most developers are ignoring: What happens to our crypto assets when we die? We spend hours optimizing smart contracts, securing our keys, and building decentralized systems, but we're creating a massive inheritance problem for our families. I almost learned this the hard way when I realized my family wouldn't know how to access my 12-year crypto portfolio. The Technical Problem No central authority to petition Private keys = absolute ownership Smart contracts don't have "next of kin" features Family members lack technical expertise { "wallets": [ Smart Contract Inheritance Solutions constructor(address _heir) { function proveAlive() external { function claimInheritance() external { // Transfer assets to heir uint256 balance = address(th…  ( 7 min )
    🛑 CI/CD Security Mistake: Are You Giving Your Build Container Root Access to Your Server? 🥲
    The Dangerous Truth About Running Docker Inside Docker (DinD vs. DooD) A robust Continuous Integration/Continuous Delivery (CI/CD) pipeline often requires building, testing, or pushing new container images. To do this from within your Jenkins, GitLab, or GitHub Actions agent, you need access to a Docker daemon. This need often leads developers to adopt one of two patterns, and choosing the wrong one is one of the most common and critical security mistakes you can make in production. This isn't just about convenience; it's about host security. The Hidden Trap ⚠️ DooD is the most common pattern because it's the easiest to set up, but it is fundamentally dangerous. In the DooD pattern, your build container (e.g., your Jenkins Agent) does not run its own Docker daemon. Instead, you mount t…  ( 7 min )
    🛑 CI/CD Security Mistake: Are You Giving Your Build Container Root Access to Your Server?
    The Dangerous Truth About Running Docker Inside Docker (DinD vs. DooD) A robust Continuous Integration/Continuous Delivery (CI/CD) pipeline often requires building, testing, or pushing new container images. To do this from within your Jenkins, GitLab, or GitHub Actions agent, you need access to a Docker daemon. This need often leads developers to adopt one of two patterns, and choosing the wrong one is one of the most common and critical security mistakes you can make in production. This isn't just about convenience; it's about host security. The Hidden Trap ⚠️ DooD is the most common pattern because it's the easiest to set up, but it is fundamentally dangerous. In the DooD pattern, your build container (e.g., your Jenkins Agent) does not run its own Docker daemon. Instead, you mount t…  ( 7 min )
    Building Archaic - Nostalgic memory sharing platform
    Last night just as I was getting to sleep, I had an eureka moment. There’s all this stuff about AI and the cool stuff it will do in the future. But what about what humans have done already? Why not build a platform by sharing people’s memories of any time period (not that Mozart will be posting) between friends & family? That’s when I wondered, what will it be called? And Archaic stood out in my mind. I forgot what it meant, but I must’ve intuitively knew, because by googling it means, “Relating to, being, or characteristic of words and language that were once in regular use but are now relatively rare and suggestive of an earlier style or period.” Perfect, I thought. The next day I fired up Base44 and got to deciding how best to dev it. Ironically, it’s a site that is about the pre-AI era since it’s for humans appreciating the time periods that they care about — most of which I’m sure is without AI. So what are these memories that will be shared? Multi-media including pictures, videos, and music in a bento box structure where each bento box can be shared with whomever and represents whatever idea & time period it encompasses. I plan to fully develop this on my own after using Base44 once I’m sure people are interested in it, as I have with a website I did for a friend elderwoodstea.com using React, Vite, and eslint (basic stuff ik, I'm learning). Here’s some of the beginning steps of it, it took a few tries to get the AI to go from a cliche bold typeface to a handwritten, nostalgic look. But that’s what I figure it should look like, you’re the one to judge!  ( 7 min )
    Can AI systems that optimize for human emotional intelligenc
    Can AI systems that optimize for human emotional intelligence outperform those focused solely on efficiency, leading to a new paradigm of productivity? Publicado automáticamente con IA/ML.  ( 6 min )
    A Senior Engineer's Guide to the Model Context Protocol
    You’ve been there. You ask your Large Language Model (LLM) to perform a simple task: “Write a short poem about the challenges of software engineering and save it to a file named poem.txt on my desktop.” The LLM obliges, crafting a beautiful stanza about buggy code and tight deadlines. But then it stops, apologetically explaining that it lives in a digital sandbox, unable to interact with your local files. The poem exists only in the ephemeral space of the chat window—a brilliant thought trapped behind glass. This disconnect between the model's cognitive power and its real-world agency is one of the most significant limitations of modern LLMs. They can reason, write, and code, but they can't act. The Model Context Protocol (MCP) is the key to shattering that glass. It's not just another fea…  ( 12 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    ‘Halloween II’ Podcast Recap Bill Simmons, Chris Ryan, and Van Lathan dive into the 1981 sequel Halloween II, debating whether Michael Myers stands as the ultimate horror villain, breaking down their single most rewatchable scene, and hashing out fun “categories” to crown the movie’s biggest thrills. Along the way, they lean into nostalgic callbacks, rival each other’s takes on Jamie Lee Curtis and Donald Pleasence, and share a few laughs about how Myers’ relentless terror never really dies. Produced by Craig Horlbeck, Ronak Nair, Chia Hao Tat, and Eduardo Ocampo, the episode opens with a quick cold start, moves into the “GOAT Villain” showdown around 1:41, hits the rewatchable highlight reel at 33:13, and wraps with their top picks in “The Categories” at 55:51. Don’t miss shout-outs to streaming picks like A Mountain of Movies on Paramount+ and A House of Dynamite on Netflix (Oct. 24), plus a friendly reminder that “like a good neighbor, State Farm is there.” Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less CinemaSins takes Nicolas Cage’s bizarre thriller Longlegs and rips it apart in under 24 minutes—pointing out every ridiculous moment (yes, those legs really are absurdly long) just in time to hype Osgood Perkins’s upcoming Keeper. If you like quick, snarky movie breakdowns, this one’s a must-watch. Want more? Hit up cinemasins.com or their Linktree for YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), join the sinful poll, support the crew on Patreon, or stalk your favorite CinemaSins writers on social media. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less Cinemasins is back with a tongue-in-cheek “sins” breakdown of one of the year’s best “genre” hits, Sinners—perfect for a spooky Halloween watch. Expect quick jabs at every plot hole, quirk and cinematic cliché as the team racks up sins in record time. Want more? Check out their main site, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), and social hubs. Fill out their sinful poll, support them on Patreon, or follow the writers (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) across Twitter and Instagram for all things CinemaSins. Watch on YouTube  ( 6 min )
    Excalidraw - Browser based app for hand drawn like diagrams
    Online Whiteboard made simple. That's what Excalidraw promotes its app as and it is true. Excalidraw is a great app to create and share diagrams for your next project. I use it locally on my Mac and love its simplicity. Excalidraw positions itself as a "simple online whiteboard," and its architecture reflects that philosophy. Built with React and TypeScript, Excalidraw provides a minimal, collaborative environment for diagramming—ideal for technical teams, architects, and anyone who needs to quickly visualize system designs, workflows, or data models. As an open-source project, Excalidraw can be deployed locally, giving teams full control over data privacy and customization. Here’s how to set it up for local use: Clone the repository git clone https://github.com/excalidraw/excalidraw.git to download the source code. Install dependencies npm install to install all required Node.js packages. Launch the development server npm start. By default, Excalidraw will be available at http://localhost:3000. Begin diagramming and sharing Right out of the base installation, you can even use Mermaid (https://mermaid.js.org/) to use text to draw diagrams.  ( 6 min )
    A Laravel website not proper render on desktop but fine in mobile
    A post by Magic Of IT  ( 5 min )
    Final Warning - Do not take the mark of the Beast
    FINAL WARNING – DO NOT TAKE THE MARK OF THE BEAST “If anyone worships the beast and its image and receives its mark on their forehead or hand, they, too, will drink the wine of God’s fury… and will be tormented with burning sulfur… The smoke of their torment will rise for ever and ever.” — Revelation 14:9–11 (NIV) Revelation 13:16–17 “It also forced all people… to receive a mark on their right hands or foreheads, so that they could not buy or sell unless they had the mark…” It will be a visible or embedded identifier — likely a digital tattoo, chip, or scan. It will start as voluntary, then become mandatory. It is not a current vaccine, ID, or money — it is tied to worship of a global leader (the Antichrist). Revelation 14:9–11 (Full Warning) “A third angel followed them and said in…  ( 7 min )
    Startup Skills for Non-Founders: Why Every Business Student Needs Simulation Time
    Not every business student will launch a startup and that’s fine. But every graduate will face ambiguous problems, moving targets, and decisions with incomplete information. Those pressures aren’t unique to founders; they’re present in product management, finance, consulting, operations, and marketing. That’s why simulation time belongs in every business curriculum. It gives students a safe arena to practice judgment, see consequences, and build the confidence to act skills that transfer far beyond entrepreneurship. Modern platforms like Startup Wars make this experience accessible in a browser. Instead of watching someone else solve a case, students make the call themselves: price the product, set the ad budget, manage inventory, protect the runway, and decide when to pivot. The lesson is…  ( 9 min )
    Christening Gifts UK: Refined, Meaningful Presents for Baptism & Naming Ceremonies
    A christening or naming ceremony represents one of life’s most tender and meaningful milestones. As family and friends gather to celebrate a new life, the gift you bring should honour the moment, reflect care, and become part of a memory. In the UK, the demand for elegant, thoughtful christening gifts UK has evolved. Rather than generic toys or simple keepsakes, people now choose personalised, high-quality items that will be treasured for years. Premium personalised collections—such as decorative name plaques, engraved photo frames, bespoke wooden blocks, and LED name signs—offer meaningful ways to mark the occasion with elegance. This article explores: Why christening gifts matter What defines a refined christening gift Thoughtful gift ideas How to choose the right present Trends shap…  ( 7 min )
    Vom Rohdaten-Schatz zur intuitiven Navigation: Wie Entwickler Geo-APIs nutzen, um ihre Anwendungen zum Leben zu erwecken
    Als Entwickler stehen wir oft vor der Herausforderung, komplexe geografische Daten in intuitive und performante Funktionen für unsere Anwendungen zu verwandeln. Ob es darum geht, den schnellsten Lieferweg zu finden, Benutzern den nächsten Elektroladepunkt anzuzeigen oder eine interaktive Karte für ein neues soziales Netzwerk zu erstellen – die Integration von Karten- und Navigationsfunktionalitäten ist entscheidend. Doch wie verwandelt man einen Berg von Geodaten in nützliche Features, ohne das Rad neu erfinden zu müssen? Die Antwort liegt oft in der geschickten Nutzung von Geo-APIs. In unserer täglichen Arbeit widmen wir uns der Aufbereitung und Bereitstellung solcher Daten, um Entwicklern wie Ihnen die Arbeit zu erleichtern. Was sind Geo-APIs und warum sind sie so mächtig? Geo-APIs (Geog…  ( 8 min )
    What a Day of RTT Monitoring Reveals: Comparing 6 Public DNS Services (2025-10-20)-A Multi-Target Correlation Approach
    Unlike typical one-time DNS speed comparisons, this analysis uses 24-hour monitoring across 6 targets simultaneously to distinguish network issues from DNS provider performance. The first comprehensive guide to multi-target DNS stability monitoring I'll rewrite this as an English technical article for dev.to, maintaining the analytical depth and technical accuracy. The most stable baseline: 8.8.8.8 (consistently 6.0–6.3 ms, minimal jitter). 1.0.0.1 / 8.8.4.4 / 9.9.9.9 cluster around 6.3–6.8 ms with flat trends. 149.112.112.112 (Quad9) consistently runs +0.8–1.2 ms higher — a clear "step up." 1.1.1.1 alone showed isolated 9–11 ms spikes several times. Minimal correlation with other targets suggests Anycast/routing-side transient events. Evening through night: Conclusion: The chart above …  ( 8 min )
    How can I bind OLSRT to Node.js?
    Hey Dev Community! OLSRT, a lightweight runtime written in pure C. Actors, Channels, Promise/Futures, Event Loop, WebSocket, HTTP, Parallel, and Poller into one modular system. Think of it as a flexible foundation for building event-driven applications, similar in spirit to Node.js or libuv, but desgined to be minimal and hackable, but powerful. Here's a tiny example of how a promise & future works in OLSRT (C++): #include "olsrt.h" #include #include #include // Callback for future void print_callback(ol_future_t* f, void* arg) { const char* msg = static_cast(arg); std::cout << msg << std::endl; } int main() { // Making a loop ol_loop_t* loop = ol_loop_create(); // Making future ol_future_t* f = ol_future_create(loop); …  ( 7 min )
    🚀 The Black Box Principle: Decoupling API Clients with OpenAPI and TypeScript
    When I was primarily a frontend engineer, I had a terrible relationship with APIs. If I wasn't manually rewriting types and interfaces from the backend, I was debugging runtime errors because someone changed an endpoint without telling me. Back then I read the following advice: 'The best way to get types from the server was to get the types from it.' What I didn't realize was this was some of the worst advice I've ever received; until I became the backend engineer responsible for maintaining both sides. The code you're about to see isn't a hypothetical example. It's the actual technical debt that almost burned me out as a solo engineer building a startup. I didn't understand how the backend was supposed to work in a real world environment. So this is what I came up with: // Are you tel…  ( 11 min )
    MX, SPF, DKIM, and DMARC: The DNS Stack Behind Every Email
    If you have ever set up email for your custom domain, you’ve likely come across terms like MX records, SPF, DKIM, and DMARC. They sound technical, but together, they make sure your emails actually get delivered and not land in the spam folder. MX stands for Mail Exchange. MX records tell the internet which mail server is responsible for handling email for your domain. When someone sends an email to you@yourdomain.com, their mail server first looks up your domain’s MX records to find out where to deliver it. You can think of MX records like the postal routing instructions for your domain. They don’t store or deliver mail themselves. They simply point to the servers that do. Let’s take an example. Suppose your domain is example.com. A person sends an email to hello@example.com. Their mail se…  ( 8 min )
    Graph Diffusion Transformers are In-Context Molecular Designers
    AI Breakthrough: Designing Molecules with Just a Few Examples What if a computer could sketch a new medicine after seeing just a handful of examples? A new AI system called DemoDiff learns to create molecules from only a few demonstrations, much like a chef inventing a new dish after tasting a couple of flavors. molecular design and drug discovery. Read article comprehensive review in Paperium.net: Graph Diffusion Transformers are In-Context Molecular Designers 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 15 min )
    Infrastructure as Code: Terraform Magic Unleashed ⚡
    Don't hesitate to check all the article on my blog — Taverne Tech! Picture this: It's 3 AM, your production server just crashed, and you need to rebuild everything from scratch. Are you reaching for energy drinks and preparing for an all-nighter, or calmly running a single command? 🌙 If you chose the latter, congratulations! You've discovered the magical world of Infrastructure as Code (IaC) with Terraform. Gone are the days when provisioning infrastructure felt like performing surgery with oven mitts while riding a unicycle. Today, we're diving deep into Terraform - the tool that transforms infrastructure management from dark art to elegant science. Think of traditional infrastructure management as building with concrete blocks - once you pour that foundation, good luck changing it witho…  ( 10 min )
    Building Confessly: The Anonymous Confession Platform That Actually Listens
    Look, I'll be honest with you. I spent way too many nights doom-scrolling through random confession pages, and one thought kept bugging me: what if these people could get actual support instead of just reactions? That's how Confessly was born—a place where you can spill your thoughts anonymously and get genuine, thoughtful AI-powered guidance back. This isn't just another confession board. It's what happens when you mix the raw honesty of anonymous platforms with the empathy of modern AI. And yeah, I'm building it completely open-source because why gatekeep? The concept is simple but powerful: Anonymous by default — No accounts, no tracking, just pure honesty AI Advisor — Every confession gets a supportive, non-judgmental response from GPT Community-driven — Trending confessions, reactions…  ( 13 min )
    PostgreSQL vs SQLite: Dive into Two Very Different Databases
    Hello, I'm Maneshwar. I'm working on FreeDevTools online currently building *one place for all dev tools, cheat codes, and TLDRs* — a free, open-source hub where developers can quickly find and use tools without any hassle of searching all over the internet. When choosing a database for your project, two names often come up: PostgreSQL and SQLite. Both are relational databases, both support SQL, and both are open source, but they’re built for completely different purposes. Let’s break down the differences in a detailed, practical way so you’ll know exactly when to pick which. SQLite is an embedded database, it’s not a separate server process. Instead, it’s a library that your application links directly into. All your data lives inside a single file on disk. No setup, no server, no confi…  ( 9 min )
    Creating AI Agents with Mastra and Typescript
    AI, AI Agents, Agentic AI... You can't go a day without coming across at least one of these. What exactly are they??? In today's blog we'll be looking at AI Agents, what they are, what they do and how to create one. Let's take them one by one. AI (Artificial intelligence): AI or Artificial intelligence is the ability of of computer systems to perform tasks that normally require human intelligence, such as learning, problem-solving, decision making and recognizing patterns. You can see how that applies when using chatbots and LLMs like ChatGPT and Gemini. AI Agents: An AI Agent is a program that combines intelligence with the ability to act. It doesn’t just process information, it can take action using connected tools and systems, often without human intervention. Agentic AI: This is th…  ( 9 min )
    I Built MoodFeed: An AI That Actually Knows When You're Having a Sh*t Day
    Let me tell you about the 3 AM scroll. You know the one. You're lying in bed, anxiety through the roof, doom-scrolling Instagram. The algorithm keeps throwing travel influencers and hustle culture at you. Nobody asked, nobody cares, and you feel worse than when you started. That's the moment MoodFeed was born. Not in some fancy accelerator pitch, but in my bedroom at 3 AM, feeling like garbage and thinking "there has to be a better way." Every social app treats you like a data point. "User 47362 likes tech content." Cool. But what if User 47362 just got dumped? What if they're celebrating a promotion? What if they're grieving? The algorithm doesn't give a damn. Same feed, different day, zero empathy. I spent four months fixing this. Built an app that actually asks "how are you feeling?" an…  ( 14 min )
    MoodFeed: Building an AI-Powered Social Feed That Actually Gets You
    Remember scrolling through your feed at 2 AM, feeling anxious, and the algorithm keeps showing you success stories that make you feel worse? Yeah, me too. That's exactly why I built MoodFeed. Social media feeds are dumb. They think because you liked one post about productivity, you want to see 50 more. They don't care if you're having the worst day of your life or celebrating a major win. Same content, different mood, wrong vibe. I spent three months building something different. A feed that actually adapts to how you're feeling right now. Not what you liked yesterday. Not what your demographic usually engages with. But what YOU need in THIS moment. The app does something simple but powerful: it asks how you're feeling (or detects it through your camera), then curates content that matches …  ( 12 min )
    package.json
    In the Node.js and JavaScript ecosystem, the package.json file is much more than a simple configuration file. It acts as the manifest for your project, holding essential metadata, dependencies, scripts, and more. A deep understanding of package.json empowers you to optimize your development workflow, streamline deployments, and maintain consistency across various environments. This guide dives into every aspect of package.json from basic metadata to advanced configurations providing practical insights and best practices to help you master this critical file. The package.json file is a JSON-formatted document that serves as the heart of your Node.js project. It provides: Project Metadata: Information like project name, version, description, author, and license. Dependencies: A list of packa…  ( 9 min )
    Building an A2A-Compatible Agent in Rust: My Telex Integration Journey
    So for HNG Stage 3, my task was building an AI agent. Pretty straightforward, huh? After all, I've built APIs. How different could an Agent-to-Agent (A2A) protocol implementation be? Turns out, quite different. And that's exactly what made it a great learning experience. My goal was an A2A-compatible agent that integrates with Telex for discovering trending GitHub repositories. Users should be able to ask natural language questions like "What's trending in Rust?" or "Show me AI projects from this week", and get relevant repository recommendations. Simple enough on paper. But the real challenge wasn't building the agent. It was getting it to work with Telex's A2A implementation. This was my first time building an A2A integration, and I decided to do it in Rust just to challenge myself and l…  ( 10 min )
    Checkout my new post!
    🌍 How to Set Up a Global HTTP Load Balancer on Google Cloud (Step-by-Step with Screenshots) Jay Sheth ・ Nov 1  ( 5 min )
    Danny Maude: 3 Golf Swing Tips That I Wish I'd Told You Sooner
    3 Golf Swing Tips That I Wish I'd Told You Sooner In this quick, 6-minute practice plan, Danny Maude debunks the “8–10 hours a day” myth and shows how just a few simple drills each session can build better muscle memory than endless ball-beating. You’ll learn how to stop slicing your driver, swing more inside-out, and lock in the perfect impact position—all from the comfort of your home or garden. By focusing on quality over quantity, you’ll start seeing real improvements in your swing and shaving strokes off your score. Ready to play smarter, not harder? Let’s get to work! Watch on YouTube  ( 6 min )
    🌍 How to Set Up a Global HTTP Load Balancer on Google Cloud (Step-by-Step with Screenshots)
    Load balancing is an essential part of modern cloud architectures --- it helps distribute traffic across multiple backend instances, ensuring reliability, scalability, and performance. In this tutorial, we'll set up a Global HTTP Load Balancer on Google Cloud Platform (GCP) using both the Cloud Shell (gcloud) and the Google Cloud Console (GUI). Before starting, make sure you have: A GCP project (like Qwiklabs or your own) Billing enabled Cloud Shell or gcloud CLI access 🖥️ Step 1: Create Initial Compute Engine Instances We'll start by creating 3 individual virtual machines. For a full tutorial, it's helpful to see how basic VMs are set up before moving to managed groups. You can create them using the following gcloud commands, each setting up a simple Apache web serve…  ( 9 min )
    ⚡ Why Vite Feels So Fast — and What You No Longer Need to Configure Manually
    If you’ve worked with Webpack before, you probably remember how much setup it needed — loaders, plugins, split chunks, environment variables, and more. Vite, and suddenly the dev experience felt instant. why it feels faster and what exactly it does for you behind the scenes? Let’s break it down 👇 Vite (pronounced veet, meaning "fast" in French) is a next-gen frontend build tool created by Evan You (the creator of Vue). native ES Modules in the browser during development and Rollup under the hood for production builds. So, instead of waiting for the entire app to bundle before you can see changes, Vite serves your source files directly — compiling and transforming them on demand. Dev mode: lightning-fast startup using ES Modules and on-demand transformation Prod build: uses Rollup for opti…  ( 8 min )
    Smart Form Submissions: Only Send Changed Data with WebForms Core 2
    As you know, we at Elanat are developing version 2 of WebForms Core technology with a focus on the developer experience. This version is supposed to be a milestone in simplifying and optimizing web development. As promised, we will introduce new features before the final release. This time it is one of the most practical and smartest features: not submitting unchanged data. In traditional web forms, when submitting data (in editing), all fields, even those that have not changed, are re-sent to the server. In large or repetitive forms, this behavior causes excessive bandwidth consumption, pressure on the server, and slows down the response speed. With WebForms Core and the "UseOnlyChangeUpdate" method, only changed fields are submitted, which optimizes performance and reduces resource consu…  ( 7 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less CinemaSins takes a fun, nitpicky dive into Longlegs, roasting Nicolas Cage’s over-the-top performance and marveling at, you guessed it, those insanely long legs. With Osgood Perkins’ Keeper on the horizon, they’re looking back at all the absurd moments that made this horror flick a wild ride. Beyond the sins, they’re pushing all their goodies—polls, Patreon, Discord, Reddit and every social channel under the sun—so you can join their community, weigh in on future content, and help keep this sin-counting machine running. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    CinemaSins just dropped a Halloween-ready “Everything Wrong With…” video that rips into one of the year’s best genre films in just 15 minutes—because even the greatest movies leave room for a few sins. They’ve also loaded up the post with all their links: their main site, Linktree, YouTube channels (@TVSins, @CommercialSins, CinemaSins Podcast), a spooky poll, and a Patreon if you want to support the nitpicking squad. On top of that, they’re crediting their writers (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) and inviting fans to join the party on Discord, Reddit, Instagram, TikTok—and even grab Jeremy’s book. Enjoy the sinning! Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    These folks are kicking off a four-week deep dive into the first four Predator movies, starting with the 1987 Schwarzenegger classic. They rave that Predator is pure 80s action sci-fi perfection—think top-notch direction, cast chemistry, creature design, mud, muscles, invisibility, lasers and explosions all rolled into one glorious jungle thrill ride. Hungry for more? Head to bigsandwich.co for early vids, bonus podcasts, movie commentaries and game let’s-plays. You can also catch their extended audio edition on YouTube, follow James and Maso on Twitter, subscribe on iTunes or YouTube, support them on Patreon and even grab some sweet merch. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage dives out of the jungle and into a sweltering, crime-ridden Los Angeles where Danny Glover replaces Schwarzenegger at the center of the hunt. With the city in the grip of a brutal heat wave, our hero is pitted against a fresh, even more lethal Predator, trading dense foliage for urban skyscrapers and street gangs. It’s a wild ride that shakes up the original formula—with Gary Busey in tow—so long as you’re up for a change of scenery and a different kind of action flick. If you came expecting a carbon copy of the first movie, buckle up and embrace the chaos instead. Watch on YouTube  ( 6 min )
    How modern dev servers decide what to rebuild - a minimal engine
    by Alessio Pelliccione Some days ago at work, I was writing a small dynamic script to trigger a build for a single file. While doing that, I suddenly wondered: how do modern build tools actually work under the hood? That question led me to start building a minimal engine — something simple enough to grasp the core idea, but realistic enough to mirror how tools like esbuild or Vite handle rebuilds internally, deciding what to rebuild. Let’s see the process step by step — from file watching to dependency graph validation — to see what really happens when you hit “Save”. When you hit “Save”, your dev server doesn’t rebuild the whole project. Instead, it follows a smart and very fast chain of steps: The file watcher fires an event — tools like chokidar detect which file changed. The server lo…  ( 8 min )
    Your "Microservices" Are Just a Distributed Monolith (And Everyone Knows It)
    🕵️ The Scene of the Crime Let me paint you a picture. You're in a meeting room. Someone's drawn boxes on a whiteboard. Lots of boxes. Each box has a name like UserService or PaymentService or my personal favorite, HelperService (we'll come back to that one). "We're going microservices!" someone announces triumphantly, as if they've just discovered fire. Six months later, you can't change a user's email address without deploying 14 services in the correct order, and your "quick fix" requires coordinating with 5 teams across 3 time zones. Congratulations. You've built a distributed monolith — all the disadvantages of a monolith (tight coupling, coordinated releases, cascading failures) plus exciting new problems like network latency, distributed transactions, and debugging across 47 log a…  ( 12 min )
    Multimodal Policy Internalization for Conversational Agents
    How AI Assistants Learn Rules Without Extra Prompts Ever wondered why your voice assistant sometimes seems to “forget” its own rules? Scientists have discovered a way to teach chatbots and visual assistants to remember their policies inside their own brain, so they no longer need long, clunky instructions every time you talk to them. Multimodal Policy Internalization, lets the AI absorb complex guidelines—like when to show a picture or how to use a tool—directly into its knowledge base. It matters because it makes future assistants more reliable, cheaper to run, and ready for everyday tasks from booking a table to helping with a DIY project. Read article comprehensive review in Paperium.net: Multimodal Policy Internalization for Conversational Agents 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 15 min )
    Daily DSA and System Design Journal - 16
    🔥 Day 16 — Greedy Growth & Global Pulls 🌍⚙️ Greedy algorithms and CDNs both thrive on balance — optimizing decisions locally to maximize global efficiency. Today’s combo: maximizing distinctness in arrays and minimizing latency with pull-based caching. Problem: 3176. Find Maximum Distinct Elements After Operations (the problem you described matches this one) We want to maximize the number of distinct elements in an array after at most one operation per element, nums[i] can be changed by any value in the range [nums[i] - k, nums[i] + k]. Key idea: After applying all operations, all numbers lie within [min(nums) - k, max(nums) + k]. To make as many unique numbers as possible, we should assign the smallest valid unused value to each number. Sort the array in ascending order. Initialize a …  ( 8 min )
    Reflections on Open Source — Hacktoberfest 2025
    🌍 Reflections on Open Source — Hacktoberfest 2025 This is a submission for the Hacktoberfest 2025 Writing Challenge 💭 Introduction Participating in Hacktoberfest 2025 was more than just a month of commits — it was a digital empathy exercise. Throughout the event, I dove into community projects, watched small PRs grow into elegant solutions, and — most importantly — rediscovered why collaboration is the beating heart of modern development. 🧠 Why I Decided to Participate I joined Hacktoberfest with two main motivations: To share knowledge in an accessible way. To learn from the diversity that open source naturally brings. Code is universal — context is not. 🧩 Projects and Contributions During the event, I created and maintained this repository: https://github.com/Th3Hydr4 It was designed as a learning-friendly environment for those who want to start contributing to Python projects — featuring structured coding challenges by difficulty level. In addition, I contributed to smaller repositories — from improving documentation to automating tests and workflows. ⚙️ Highs, Lows, and Lessons Learned Not every contribution came easily. But every obstacle was a class in itself. Open source isn’t about who’s right — it’s about how we can do what’s right together. 🌱 What Open Source Means to Me Open source is collaboration in its purest form. Hacktoberfest reminded me that the community itself is the ultimate repository — of ideas, values, and purpose. 🔮 Future Plans and Advice Yes, I’ll definitely participate again. If you’re thinking about joining next year, here’s my advice: Don’t wait until you “know everything” — just start. Contributing isn’t about perfection; it’s about progress. And remember: every PR you make is another story written in the collective memory of this global community. 🧑‍💻 Author Paulo Freitas 💡 Creator of hacktoberfest-python-challenges  ( 7 min )
    Open Source Is Our Operating System
    Open Source Is Our Operating System, That’s why everything we build is open source—from core infrastructure to developer tools. No paywalls. No hidden layers. Just clean code, public issues, and real-world impact. 🔗 Explore our work: 👉 https://github.com/hjk-inc ✨ Why contribute or use our projects? ✅ Battle-tested in production ✅ MIT/Apache 2.0 licensed (use freely) ✅ Friendly maintainers & clear contribution guides ✅ Built for performance, scalability, and simplicity We’re not just writing code—we’re building a developer-first ecosystem where anyone can learn, fork, improve, or deploy. 💡 Found a bug? Have an idea? → Open an issue → Submit a PR → mail at godmy5154@gmail.com Open source isn’t a side project for us—it’s our foundation. Star a repo. Fork it. Break it. Help us make it better. — [hjk-inc], Founder @ hjk-inc OpenSource #Developer #GitHub #SoftwareEngineering #hjkinc #BuildInPublic #DevCommunity  ( 6 min )
    Myths and Facts about Thread Pool in Node.js
    Node.js is renowned for its non-blocking, event-driven architecture, often touted as "single-threaded" to emphasize its efficiency with I/O-bound tasks. However, this simplicity hides a crucial component: the libuv thread pool, a set of background worker threads that handle blocking operations without stalling the main event loop. In this post, we'll debunk common myths and lay out key facts to help you leverage the thread pool effectively in your Node.js applications. A persistent belief in the Node.js community is that the runtime operates on a single thread, making multi-threading impossible or unnecessary. This stems from JavaScript's execution model on the V8 engine, where the event loop processes tasks sequentially. The Fact: Node.js isn't entirely single-threaded. While the main Jav…  ( 7 min )
    Evaluating the success of generative AI often involves a cru
    Evaluating the success of generative AI often involves a crucial metric: the "Knowledge Retention Rate" (KRR). This statistic measures the percentage of users who retain and apply AI-generated knowledge in at least 80% of subsequent tasks within 30 days of initial exposure. To illustrate, consider a language learning app that uses AI to generate customized grammar lessons. If users are exposed to an initial lesson, and then subsequently complete 10 follow-up exercises within a month, the KRR would measure the number of users who correctly applied the grammar rules in at least 8 of those exercises. A high KRR indicates that users have effectively absorbed and internalized the AI-generated knowledge, making it a key indicator of the AI system's effectiveness in facilitating learning and retention. Conversely, a low KRR may suggest that the AI-generated content is not engaging, relevant, or easy to understand, leading to poor knowledge retention. To optimize KRR, AI developers can... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    💻 How to Create Stunning Websites That Truly Impress (and Convert)
    "A website shouldn’t just look beautiful — it should feel alive." Let’s be honest — in today’s digital landscape, a beautiful website is table stakes. So, how do you create websites that actually wow people — visually and functionally? Let’s break it down 👇 1️⃣ Start With the “Feeling,” Not the Framework Before writing a single line of code, ask yourself one question: Clarity? Excitement? Trust? Once you define the feeling: Choose a color palette that reflects it (warm for trust, cool for innovation, dark for luxury). Pick typefaces that match the tone — typography is silent emotion. Use motion sparingly but purposefully; micro-animations can guide attention beautifully. 🔧 Pro tip: Don’t dive into React or Next.js right away. Sketch your wireframe on paper first. You’ll save hours later.…  ( 8 min )
    How to Get Started with AllPub: A Step-by-Step Guide
    How to Get Started with AllPub: A Step-by-Step Guide Welcome to AllPub! Whether you’re a solo creator, a startup founder, or a busy marketer, AllPub is designed to make cross-platform publishing fast, simple, and stress-free. In this guide, we’ll walk you through the key features and show you how to use them efficiently—so you can spend less time managing your content and more time creating it. Getting started is easy. Simply visit AllPub.co and sign up using your email address or connect via your preferred provider. Once you’re in, take a moment to set up your profile and connect your publishing platforms (currently, allpub supports dev.to , Hashnode). This only takes a few minutes and unlocks the full power of AllPub. AllPub lets you pull content from your favorite sources, such as Not…  ( 7 min )
    🌱 2025 Hacktoberfest Writing Challenge
    This is a submission for the Hacktoberfest 2025 Writing Challenge 🧭 Introduction Hacktoberfest has always been more than just an event — it’s a celebration of the open source spirit. My focus? 🧩 Where I Contributed During Hacktoberfest 2025, I contributed primarily to this repository: 🔗 https://github.com/paulofreitas-py/-Desafio-1-Gerador-de-Senhas-Seguras| https://github.com/paulofreitas-py/Hacktoberfest25-Desafio-2-Analisador-de-Texto Level 1 (Beginner) Level 2 (Intermediate) The idea was simple yet effective: “Learn by contributing, code by collaborating.” Each directory (/challenges/level1/ and /level2/) contains Python exercises with base files, explanations, and automated tests — making the contribution process educational and enjoyable. 🔧 My Contributions Here’s what I worked o…  ( 7 min )
    📚 "A paradigm shift in computer vision has been witnessed wi
    📚 "A paradigm shift in computer vision has been witnessed with the emergence of contrastive loss functions, revolutionizing the field by enabling self-supervised learning to outperform traditional supervised learning methods. This groundbreaking breakthrough has been widely adopted in edge AI applications, where it's transformed the way we approach image classification, object detection, and segmentation tasks. The key advantage of contrastive loss functions lies in their ability to learn from unlabeled data, eliminating the need for extensive annotated datasets. This self-supervised approach reduces the complexity and cost associated with traditional supervised learning methods, making it an attractive solution for resource-constrained edge devices. By leveraging contrastive loss functions, edge AI applications can now achieve state-of-the-art performance on various computer vision tasks, including image classification, object detection, and semantic segmentation. For instance, ... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    Microsoft Recall on Windows 11: Step-by-Step Setup Guide
    With the release of Windows 11 Recall, Microsoft has introduced a powerful new feature that acts like a digital memory assistant — automatically capturing snapshots of your screen so you can “recall” anything you’ve seen. But with great power comes great responsibility, and a few privacy concerns. In this guide, we’ll explain what Microsoft Recall is, how it works, and how to set it up safely on your Windows 11 PC. Microsoft Recall is a new Windows 11 feature designed to help users remember and rediscover what they’ve done on their PCs. It periodically takes screenshots of your screen, indexes the content using AI-powered semantic search, and lets you find past activity by typing keywords or descriptions, even if the original file or tab is closed. Essentially, it turns your computer into …  ( 8 min )
    Building a Privacy-First Log Analyzer for Banking QA: The Technical Architecture
    Part 2: Turning research into a working system that Security might actually approve If you read Part 1, you know the problem: QA teams in banking waste 32% of their time creating test data that already exists in production logs, but PII compliance makes those logs untouchable. Never Store Unmasked PII Not in memory. Not in logs. Not temporarily. Not "just for a second." If the system crashes mid-processing, there should be zero plaintext PII anywhere. Immutable Audit Trail Every log access, every masking decision, every query—logged with cryptographic proof it hasn't been tampered with. Because when your auditor asks "who accessed customer data on March 15th?", the answer can't be "probably nobody?" Defense in Depth One PII detection layer isn't enough. Neither is two. You need multiple la…  ( 13 min )
    resources.azure.com is deprecated
    Azure Resource Explorer resources.azure.com is a convenient and straighforward way to manage some resources where you could change some settings by sending a PATCH/PUT request through the explorer UI. For example, for Web Apps you can update identityProviders or requireAuthentication paths or public routs/paths (excludedPaths) using this link: resources.azure.com/subscriptions/your-guid/resourceGroups/rg-dev-001/providers/Microsoft.Web/sites/your-app/config/authsettingsV2/list A year ago they announced it for deprecation here github.com/projectkudu/AzureResourceExplorer/issues/374 however it's still available to this date. Some days ago a replacement app was announced in this thread located here preview.portal.azure.com/#view/Microsoft_Azure_Resources/ResourceExplorer.ReactView. Another was to access this app: Not all functionality is present however. For example, authsettingsV2 is not available for edit as I asked about here  ( 6 min )
    Tipos Primitivos em Python
    Há pouco tempo comecei a estudar Python porque preciso usar as bibliotecas para trabalhar com Dados e com isso estou aprendendo aos poucos a programar, hoje estarei colocando o que aprendi sobre os tipos primitivos da linguagem para vocês, espero que possa ajudar algum outro iniciante. Mas o que seria um dado primitivo? altura = 1.81 Na string acima tem a minha altura, que é uma variável nomeada como altura contendo um valor, o dado atribuído é 1.81, sendo um valor com 2 casas decimais. O tipo deste dado é o tipo real ou float em Python e em diversas outras linguagens. Outro exemplo: nome = ‘ryan’ Vimos agora que o valor acima não é um número float, agora é um dado tipo string, é um tipo que recebe entradas alfanuméricas, podendo ser usados letras, números e símbolos. Int = inteiro, o no…  ( 7 min )
    Peter Finch Golf: I challenged a HEAD PRO at HIS OWN course... (Ep. 2 – Carlisle GC)
    I squared off against the Carlisle GC head pro in a £1,000 match backed by Titleist, who’ve gone the extra mile by sponsoring the club’s junior section after this showdown. Massive thanks to Nicky and everyone at Carlisle GC for the top-notch hospitality. For the nitty-gritty on my kit (and a few sweet discounts), hit up my Linktree, and swing by Titleist or Carlisle GC’s websites for more info on these legends of the fairway. Watch on YouTube  ( 6 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    Bill Simmons, Chris Ryan, and Van Lathan reunite on The Ringer to revisit 1981’s Halloween II, debating whether Michael Myers truly is the GOAT of horror, sharing their most rewatchable scenes, and rolling out a set of playful categories. They kick off with a cold open and keep the laughs (and gasps) coming as they break down Jamie Lee Curtis’s sequel scares. Along the way, they sprinkle in must-see streaming recs—Mountain of Movies® on Paramount+ and A House of Dynamite on Netflix—and even fit in a quick nod to State Farm’s “good neighbor” coverage. It’s part deep dive, part banter-fest, and all about celebrating one of horror’s most enduring villains. Watch on YouTube  ( 6 min )
    AI and Data Virtualization: A Symbiotic Relationship For Smart Data Management
    Several companies that offer data-based services often struggle to deliver real-time services. The major reason behind this inefficiency is the use of traditional data integration techniques for data consolidation. The process of physically extracting, transforming, and loading data to a storage system is lengthy and resource-intensive. To overcome delayed operations, businesses can opt for data virtualization, a more modern approach for consolidating organizational data. It provides a unified view of data stored in diverse systems without requiring its physical movement. By combining virtualization with predictive caching, organizations can reduce their query latency and ETL operational costs. Thus, data virtualization, along with machine learning capabilities, can help in improving daily…  ( 13 min )
    Why AI Needs a Face: Building Dew, My Duolingo-Inspired AI Character
    Introduction: The Problem with Faceless Intelligence AI is smarter than ever — but not more human. Most AI products today (ChatGPT, Gemini, Perplexity, and others) share one cold design trait: abstract orbs and gradients. They shimmer, glow, and pulse, but never feel. That was the challenge I wanted to tackle. What if AI didn’t just talk, but expressed itself? What if it smiled, blinked, reacted — maybe even rolled its eyes once in a while? That’s how Dew was born: a small but ambitious experiment to give AI a face, a voice, and a bit of soul. Designing Personality: What Dew Learns from Duolingo’s Lily Duolingo’s characters, especially Lily, are masterclasses in emotional design. Her sarcastic charm makes language learning memorable. That’s what I wanted for Dew — a companion that feels pr…  ( 9 min )
    What's Hot in Hiring: Using AI to Predict Your Next Interview Questions
    You just aced the ATS filter (thanks to a perfectly optimized resume). Congrats! 🎉 But now you face the final, highest-stakes hurdle: the interview. The real challenge isn't the difficulty of the questions—it's that the technical knowledge is evolving faster than ever. The question that got you hired in 2024 could be completely irrelevant by 2026. If you're studying a generic list of "Top 100 Interview Questions," you're simply wasting your most valuable asset: time. The new rule for 2026 is simple: Preparation must be predictive. Think about your target role, like a Frontend Engineer at a top tech company. Are interviewers focused on basic JavaScript array methods, or are they drilling down on the latest state management patterns or cutting-edge web performance metrics? Most job seekers …  ( 8 min )
    Building modern Flutter UIs with Hux: A comprehensive guide to Hux widgets
    Hux UI is a modern Flutter package that provides a comprehensive set of beautifully designed, accessible, and customizable widgets. In this technical deep-dive, we'll explore every widget in the Hux ecosystem, their implementation details, and how to leverage them in your Flutter applications. Architecture & Design Philosophy Buttons Input Components Cards & Containers Navigation Components Feedback & Status Data Visualization Overlays & Dialogs Utility Components Theming System Hux UI is built on three core principles: Hux uses a sophisticated token-based theming system via HuxTokens that provides semantic color values. These tokens automatically adapt to light/dark themes and respect custom Material 3 seed colors: // Tokens automatically adapt to theme HuxTokens.primary(context) …  ( 13 min )
    ⚡ Vite vs Turbopack — The Present & Future of Frontend Build Tools (2025 Edition)
    When we talk about frontend performance and developer experience today, two tools dominate the discussion — Vite and Turbopack. very different approaches under the hood. Let’s break down how these tools evolved, how they work, and what’s coming next. Vite (pronounced veet) is a modern frontend build tool created by Evan You (Vue.js author). esbuild for speed and Rollup for production builds. Before Vite, tools like Webpack had to bundle your entire app before serving it in dev. Vite flipped that model: It doesn’t bundle in dev mode It serves source files via native ES modules Only transforms code on demand Result → 🚀 lightning-fast startup and near-instant hot updates. Uses native ESM (import/export) in the browser. esbuild pre-bundles dependencies once. Code is transformed on-demand…  ( 8 min )
    JOURNEY INTO BLOCKCHAIN DEVELOPMENT THE EASY WAY
    Hmmm, thank goodness you found this blog post. I’m sure by now you’ve toured half the internet searching for an easier way to get started in the blockchain industry as a developer. I get it looks complicated, sounds technical, and can feel overwhelming trying to piece everything together. That’s exactly why I decided to share my experience to give you a simpler, clearer path into blockchain development and hopefully inspire your own journey. Like Isaac Newton once said, “If I have seen further, it is by standing on the shoulders of giants.” So before we dive into my personal story, let’s first understand what blockchain really is, and why it was invented in plain, beginner-friendly terms. 🔗 WHAT AND WHY BLOCKCHAIN? Let’s take a scenario. Of course, we would not know who owns what. This …  ( 9 min )
    Micronaut Framework: The Next Generation JVM
    Note: https://github.com/rajkundalia/product-catalogue-micronaut Do read the Development Experience for it at the end. In the fast-changing world of cloud-native development, Java's long-standing dominance has faced new challenges. Developers love its stability and rich ecosystem, but modern workloads — serverless functions, microservices, and edge computing — demand instant startup, low memory footprint, and scalable concurrency. Frameworks like Spring Boot have made Java approachable and powerful for enterprise-scale systems, yet their reliance on runtime reflection and classpath scanning adds overhead that feels increasingly dated in a world obsessed with milliseconds and megabytes. Enter *Micronaut *— a modern, full-stack JVM framework designed from the ground up for cloud-native, ser…  ( 18 min )
    Understanding Agent-Driven Healthcare Chatbots: A Detailed Guide
    What is an Agent-Driven Chatbot? An agent-driven chatbot is an intelligent conversational system that can handle tasks independently (like an "agent") but can also escalate complex issues to human agents when needed. Think of it as a smart assistant that knows its limits. Real-world analogy: Imagine a hospital receptionist who can answer most questions (appointment times, directions, basic health info) but calls a nurse or doctor for medical concerns. Conversational AI Engine What it does: This is the "brain" that understands what users are saying and generates responses. Key technologies: OpenAI GPT: Advanced language model that understands context and generates human-like responses Google Dialogflow: Good for intent-based conversations (booking appointments, FAQs) Rasa: Open-source o…  ( 10 min )
    Healthy Eating Habits for Kids
    Healthy Eating Habits for Kids Most parents want their kids to eat healthy. The challenge is that modern snacks are designed to be addictive. Salt. Sugar. Artificial flavor. These stimulate the brain quickly. Healthy eating takes routine, repetition, and smart choices. Kids learn by watching Children copy adults more than they follow instructions. If a parent eats fruit, a child will slowly accept fruit as normal. If a parent drinks water instead of soda, the child understands that water is the natural drink. Healthy eating is not a speech. It is daily modeling through behavior. Breakfast sets the tone Breakfast fuels the start of the day. A small bowl of oats with banana, a boiled egg, yogurt with honey, or whole grain toast keeps energy steady. Most commercial cereals look healthy but be…  ( 7 min )
    A comprehensive guide to Map in Java
    In this post, we take a closer look at Maps in Java, examining each implementation of the Map interface 🔍. By the end, you'll have a clearer understanding of the use cases for each class—and when to use ✅ or avoid them 🙅‍♂️. A Map is an object that maps keys to values. A map cannot contain duplicate keys; each key can map to at most one value. The interface provides 3 collection views which allows it's contents to be viewed as: set of keys collection of values or set of key-value mappings The order of a map is defined as the order in which the iterators on the map's collection views return their elements. TreeMap make specific guarantees to their order; others, like HashMap does not. ⚠️ Great care must be exercised if mutable objects are used as map keys. The behavior of a map is not s…  ( 13 min )
    Blog Post: Demystifying ZIO's Dependency Injection: A Practical Guide
    Introduction: The Problem of "Wiring" an Application In any non-trivial application, different parts need to talk to each other. A UserService might need a Database connection and an Emailer. A Database might need a Configuration object. This network of dependencies is often called "the application graph" or "the wiring." How do we manage this? Manual new-ing? new UserService(new Database(new Config()), new Emailer()). This gets messy fast and is hard to change. A Framework like Spring? This uses reflection and can be "magical," but sometimes you want compile-time guarantees and a more functional approach. This is where ZIO shines. ZIO provides a powerful, purely functional, and compile-time safe way to manage dependencies using a feature called ZIO Layers. In this post, we'll build a simp…  ( 12 min )
    ⚡Auto-Capture in XSLT Debugger
    The Auto-Capture feature in the XSLT Debugger automatically records variables, parameters, loops, and inline C# calls during XSLT execution — without any manual logging or code changes. Automatically captures all variable values and expressions during runtime. Logs every inline C# (msxsl:script) method call with both arguments and return values. Displays real-time values in the Variables panel and traces them in the Debug Console. Provides a synchronized timeline between XSLT and inline C# execution. Capture Type Description Where It Appears XSLT Variables Automatically displayed as execution flows past variable declarations. Variables panel Loop Positions Current for-each and iteration info (position, size, context node). Variables panel Inline C# Args/Returns Arguments passed…  ( 7 min )
    Saga Pattern: Consistência de Dados em Microsserviços de Verdade
    Bora falar de Sagas? Garantir consistência de dados em sistemas distribuídos é, sem exagero, um dos maiores perrengues que a gente enfrenta quando entra no mundo dos microsserviços. É tipo tentar manter várias bandas tocando juntas sem maestro — cada uma no seu ritmo, mas tudo tem que soar em harmonia. Num monolito, a vida é mais simples: tudo roda num banco central, transações ACID cuidam da consistência e tá tudo certo. O Saga Pattern resolve exatamente isso: ele evita esses cenários "meio do caminho", garantindo que, se algo der errado, o sistema saiba como se recuperar — compensando as ações e voltando pra um estado consistente. A ideia é dividir uma grande transação em várias transações locais. Assim, mesmo com falhas ou timeouts, o sistema não quebra — ele se ajusta e segue a vida.…  ( 8 min )
    Why I Built LogTaskr: The Search for Simpler Productivity
    Most productivity apps promise efficiency — but end up creating friction. Too many features, too many clicks, too much noise. I built LogTaskr because I wanted a task manager that helps you think less and do more. I’ve always loved experimenting with productivity systems. Notion, Todoist, ClickUp — you name it, I’ve tried it. But over time, I noticed something ironic: the more tools I used, the less productive I became. Why? Because I spent more time organizing work than doing work. Here are the three patterns I kept running into: Endless setup time before getting started. Complex dashboards that overload the brain. Constant context-switching between apps. It wasn’t a user problem — it was a design problem. So I asked myself one simple question: “What if productivity tools focused on …  ( 7 min )
    I built a free PowerShell tool to fix common Windows 11 issues (BSOD, network, audio, login, updates)
    🛠️ Windows SOS – A Free Troubleshooting Script for Windows 11 Hey Devs 👋 I’ve built something I wish existed years ago: a modular, interactive PowerShell script that helps users fix the most common Windows 11 issues — without needing to be a tech expert. Introducing Windows SOS, a free and open-source troubleshooting tool that covers: ⚠️ BSOD (Blue Screen of Death) 🌐 Network issues 🔄 Windows Update failures 🔇 Audio problems 🔐 Login and PIN errors It’s designed to be simple, readable, and expandable. You can run it directly in PowerShell and get guided fixes with useful commands and tips. 🔗 Download the base version (free): WindowsSOS v1.0 ZIP Too many users struggle with Windows errors that could be solved in minutes — if only they had the right guidance. I wanted to create a tool that’s: Easy to use Safe to run Open to contributions The base version is free and public. The extended version includes modules for: 🐢 Slow PC / CPU overload 🖨️ Printer not detected 💾 Disk full or unreadable 🧼 System cleanup and maintenance 📬 If you're interested, contact me at: mentalistops [at] protonmail [dot] com https://github.com/MentalistOps/MentalistOps/archive/refs/heads/main.zip 🌐 GitHub 🧠 My website 💰 Support the project Thanks for reading — feedback and contributions are welcome!  ( 6 min )
    Understanding the Linux Device Tree Vendor Prefix Mechanism
    The Linux kernel is one of the most modular and hardware-agnostic operating systems ever developed. To manage this diversity, the Device Tree (DT) was introduced as a flexible, architecture-independent way of describing hardware. A key component of this system is the vendor prefix, a naming convention that ensures consistency and avoids conflicts across thousands of hardware manufacturers. This article explores how the vendor prefix mechanism works, why it matters, and how display manufacturers—such as ROCKTECH DISPLAYS LIMITED—become officially recognized in the Linux kernel source tree. The Device Tree (DT) is a hierarchical data structure used by the Linux kernel to describe hardware components to the operating system. Instead of hardcoding board information into the kernel, developer…  ( 10 min )
    Managing Insider Threats in Hybrid Workplaces
    As more companies embrace hybrid work models, where employees split time between the office and remote work, a new cybersecurity challenge is rising to the top: insider threats. An insider threat is any risk to an organization’s security that comes from someone with authorized access to its systems, data, or networks. Insider threats typically fall into three main categories: malicious insiders, negligent insiders, and compromised insiders. Malicious insiders are individuals who intentionally exploit their access for personal gain or to cause damage. This could involve stealing sensitive data, sabotaging systems, or leaking confidential information. For example, a former employee may deliberately leak a company’s customer database shortly before departing the organization, to cause both …  ( 9 min )
    Creating a React + Next.js (App Router) Project with Docker for Dev & Production
    A post by Hòa Nguyễn Coder  ( 6 min )
    Abandonware of the web: do you know that there is an HTML tables API?
    Ever stumbled across a web page that looked like it was designed in the Stone Age? You know, the ones with endless HTML tables that make your eyes glaze over? I was diving deep into the archives of the web the other day, and it hit me: while we’ve all moved on to sleek, responsive designs, there’s a treasure trove of so-called "abandonware" just sitting around, and some of it is surprisingly useful. The gem I discovered? An HTML Tables API that could breathe new life into these dusty relics. Let's take a stroll down this unexpected path together! When I first encountered the idea of abandonware, I found it kinda sad. It’s like finding an old toy in the attic that you used to love but forgot about. But then I thought—what if these outdated pieces of tech still have something to offer? I’ve …  ( 9 min )
    My First Internship Journey: at Thinkvyne Digital
    When I joined Thinkvyne Digital as a Software Developer Intern, I didn’t really know what I was walking into. It’s a startup building an Academic Management System using a mix of React, React Native, and PHP Laravel — and from day one, I was responsible for the entire UI structure of both the main user app and admin panel. Learning to Build from Zero The tech stack was modern: React 19, Vite, TailwindCSS, Shadcn/UI, Radix UI, Lucide Icons, React Query, Zustand for client states, Tanstack Query for server states, React Router DOM, Sonner for toast notifications — and of course, React Native for the mobile app with vector icons. When I started, I had zero experience in React Native. AI tools like Copilot (and sometimes ChatGPT) became my silent teammates. They didn’t just write …  ( 7 min )
    Open-Source Docker Book for Hacktoberfest
    This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles I published my book Docker and Kubernetes Security on October 1st, 2025. While I was talking to the Docker community about it, many mentioned that they want to write their own book and want to know more about my build pipeline. I have used Markdown to write the book. It was then transcribed into LaTeX code and from there to PDF, ensuring a high-quality document for print. Many also mentioned that the book is advanced, and they lack the basic knowledge of Docker to start with it. That's why I came up with this idea: Let's create an open-source Docker book. And this is what I did for Hacktoberfest 2025. The repo is here: https://github.com/DockerSecurity-io/docker101 It contains sample content (so far) and the build pipeline. I'll add the chapter contents in the coming months to create an open-source Docker book. Everyone is welcome to contribute. So far, the setup is local, but I'm working on a Docker-based build to make it platform-agnostic. If you have any questions, please write to me.  ( 6 min )
    🚀 Smart Reply | Now Available on the Web 🌐
    Tired of typing the same replies repeatedly? Now, you don’t even need an extension. Meet Smart Reply Web, an AI-powered tool that instantly suggests the perfect reply for any message you paste. ✅ Paste any message — email, chat, or social DM ⚡ Instantly get a natural, AI-generated reply suggestion 🎯 Adjust tone — professional, casual, short & sweet 🔒 100% private — your own API key, your data, your control 🌍 Works right in your browser — no install, no hassle • Freelancers replying to endless client messages • Support teams tired of repetitive tickets • Busy professionals who want to respond faster without sounding robotic • No setup. No clutter. Just paste → get reply → copy → done. https://smart-reply-delta.vercel.app/ 👉 Github: https://github.com/mahmud-r-farhan/smart-reply ⚙️ Under the hood React + Tailwind + Framer Motion = frontend Node.js + Express = backend Powered by OpenRouter AI models (supports free tiers) Let me know 👇  ( 6 min )
    Understanding Layer 1 & Layer 2 in Web3 — For Builders
    Web3 scalability is one of the biggest challenges devs face today. 🧠 You’ll learn: Why Layer 1 is the foundation How Layer 2 reduces congestion What’s next for Web3 scaling 🎥 Watch full breakdown: [YouTube Link] —  ( 6 min )
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    Self Hosting Navidrome - Your personal music streaming service Nucu Labs ・ Nov 1 #music #selfhosting #vps  ( 5 min )
    Danny Maude: 3 Golf Swing Tips That I Wish I'd Told You Sooner
    Here’s the scoop: ditch the endless ball-bashing and spend just six minutes on three simple drills that build muscle memory, sharpen your inside-out swing, banish that slice, and lock in a solid driver impact. Quality reps beat quantity any day—just a few focused moves at home or in the garden will have your game feeling more effortless and your drives more accurate. Backed by the latest motor-learning research and Tour-tested by Danny Maude himself, this bite-sized practice plan proves you don’t need hours on the range to see real improvement. Grab your club (or an Orange Whip), carve out a few minutes daily, and watch those scores tumble. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    CinemaSins tackles Nicolas Cage’s Longlegs in their trademark “Everything Wrong With” style, clocking in under 24 minutes. They gleefully roast Cage’s wildly stretched performance, the movie’s logic gaps and over-the-top gore, all while pointing out every wobble in the script. Along the way they drop links to their website, YouTube spinoffs, a sinful poll and Patreon for hardcore fans, plus a shout-out to their crack team of writers and social channels for even more nitpicking fun. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage TL;DR Predator 2 (1990) ditches Arnold Schwarzenegger and the jungle for Danny Glover in a sweltering, crime-ridden Los Angeles. You get a fresh, meaner Predator stalking city streets instead of the rainforest, plus a dash of Gary Busey madness. It isn’t a carbon copy of the original—if you’re cool with a new setting and tone, it’s a surprisingly fun ride that leans into the sequel’s own brand of chaos. Watch on YouTube  ( 6 min )
    🧵 Difference Between String, StringBuilder, and StringBuffer in Java
    Learn the difference between String, StringBuilder, and StringBuffer in Java with simple explanations, examples, and best practices for writing efficient Java code. Imagine you’re editing a document. You start with a sentence, then add a few words, remove a few others, and rearrange the order. Now imagine that every time you make a small edit, your computer makes a new copy of the entire document — sounds wasteful, right? That’s exactly what happens in Java if you don’t choose the right string type. In Java programming, strings are everywhere — from displaying text on the screen to handling user input and constructing URLs. But many beginners get confused between String, StringBuilder, and StringBuffer. Choosing the right one can make your code faster, more memory-efficient, and thread-saf…  ( 8 min )
    How to deploy a website on Netlify
    Have you just built your first website and want to make it live on the internet? Good news — you can deploy it for free using Netlify! In this guide, we’ll go through the step-by-step process of deploying a static website (HTML, CSS, JS) on Netlify — no complicated server setup required. Before we start, make sure you have: ✅ A Netlify account — Sign up here ✅ Your website folder (containing index.html) ✅ A GitHub account (optional but recommended) If your site is ready locally, this is the easiest way: Go to https://app.netlify.com/drop Drag your project folder (with index.html) into the box Wait a few seconds — and boom! 🎉 Your site is live with a free Netlify domain (like your-site-name.netlify.app) You can even customize the domain later under Site Settings → Domain Management. This is a better approach if you plan to update your site often. Push your website code to a GitHub repository Go to Netlify Dashboard → Add New Site → Import from Git Connect your GitHub account Choose the repository you want to deploy Click Deploy Site Netlify will automatically build and host your website — and every time you push new changes to GitHub, Netlify redeploys it automatically. 🔁 Want to use your own domain like www.mywebsite.com? Go to Site Settings → Domain Management Click Add custom domain Enter your domain name and follow the verification steps Netlify also provides free SSL certificates via Let’s Encrypt. 🔒 That’s it! 🎉 You just learned how to deploy your website on Netlify in a few minutes — completely free, with auto updates and HTTPS. 💡 Pro tip: Netlify also supports React, Vue, and Next.js apps with zero configuration. If you found this guide helpful, give it a ❤️ and drop a comment below! You can also follow me for more quick web development tutorials. Happy Deploying! 🚀  ( 7 min )
    Build Your Own AI Chatbot Like ChatGPT — A Practical Guide with Code
    From a Solo Dev Who Actually Did It Hey, I’m Rajni — an AI developer who once spent 72 hours straight trying to get a language model to write a love poem in Hindi. It failed. But that failure taught me more than any tutorial ever could. Today, I’m walking you through how I built a working ChatGPT-like AI — not with billion-dollar GPUs, but with free tools, open-source models, and a lot of coffee. This isn’t theory. This is code that runs today. You don’t need GPT-4. Start with open-source LLMs that fit on a laptop. # Best free models (2025) - microsoft/DialoGPT-medium → Fast, conversational - google/flan-t5-large → Great for reasoning - meta-llama/Llama-3-8B-Instruct → Best quality (needs 16GB VRAM) I chose DialoGPT-medium — it’s lightweight, MIT-licensed, and perfect for c…  ( 7 min )
    How To Make Emoticons With Your Keyboard
    Look, I'm not gonna bore you with a 300-word intro about how some guy named Scott invented the smiley face emoticon in 1982. If you're here for a history lesson, hard pass. If you're here to type =) or a ;-P in under a minute, keep scrolling Most faces are sideways. Eyes on the left, mouth on the right: :-). That's it. You tilt your head, or you don't. Either way, you'll get it in three seconds. Oh, and you can drop the nose if you're texting fast: :). Same vibe, less effort. Use : for normal eyes. Example: :-). Use ; for a wink. Example: ;-). Use = for flat, unimpressed eyes. Example: =-). Use 8 for goggles or round glasses. Use B for thick-frame glasses. Examples: 8-), B-). Use X or x for squeezed-shut eyes. Examples: X-), x-). Use * for sparkly eyes if you're feeling dramatic. Examp…  ( 10 min )
    How to Install Gemini CLI
    This guide explains how to install and use the Gemini CLI through Node.js 18+ installed npm (comes with Node) A Google AI Studio API key (Optional) `npm install -g @google/generative-ai-cli` This installs the global gemini command. You can use your api key or your google account gemini login --api-key YOUR_API_KEY Or simply: `gemini login` Then paste your API key when prompted or select login via account and login into it `gemini prompt "Write a short hello world message."` `gemini generate --model gemini-1.5-flash --input "Explain what LLMs do."` `gemini prompt --stream "Tell me an interesting fact about space."` `gemini generate --model gemini-1.5-pro --file notes.txt` `npm update -g @google/generative-ai-cli`  ( 6 min )
    Hello DEV — My First Post!
    Hey everyone! I’m a [your role here — e.g. frontend developer / data engineer / student learning Rust], and I love building things that make people’s lives a little easier (or at least more interesting). I’ve been coding for a few years now, mostly in JavaScript, Python, and recently TypeScript. Lately I’ve been exploring: 🧠 AI tools and how they change our workflows ⚛️ React and performance patterns ☁️ Serverless and edge computing ✍️ Writing about the human side of coding — motivation, burnout, creativity What I love about DEV is that it’s not just code — it’s people. So, hello world — and hello to all of you! Thanks for having me. Let’s build, break, learn, and share. 🚀 introductions #firstpost #developers #learning  ( 6 min )
    AWS 2025 Retirements: Charting the Course Through Service Sunsets and Seamless Migrations
    Services Reaching Full End-of-Support in 2025 These services will cease operations entirely for all customers by the end of 2025, meaning no further access, updates, or support. AWS IoT Analytics Classic Amazon S3 Glacier (Flexible Retrieval) AWS WAF Classic CloudWatch Evidently AWS Mainframe Modernization App Testing Services Entering Maintenance Mode in 2025 (No New Customers) AWS is shifting several services to "maintenance mode," closing them to new sign-ups while allowing existing customers continued access (with limited support). These moves signal eventual full retirement, often within 12-18 months. Key Announcements from May 2025 Amazon Timestream for LiveAnalytics: Migrate to Amazon Timestream for InfluxDB for time-series data handling. AWS Database Migrati…  ( 8 min )
    Master the Java charAt() Method: Your Ultimate Guide with Examples & Use Cases
    Java's charAt() Method: The Ultimate Guide to Getting Characters Right Alright, let's talk about one of the first roadblocks every Java newbie hits: how do you actually pluck a single character out of a String? You try to use square brackets like in some other languages... and it blows up in your face with a nasty error. Sound familiar? Don't worry, we've all been there. That's where Java's charAt() method comes in—your trusty sidekick for all things character-related. This isn't just another dry tutorial. We're going to break down charAt() from every angle. We'll cover the absolute basics, dive into some seriously cool real-world uses, and talk about the pro-level best practices that separate the beginners from the pros. So, grab your favorite beverage, and let's get into it. What is th…  ( 11 min )
    Master Java String Methods: The Ultimate Guide with Real-World Examples
    Java String Methods: Stop Memorizing, Start Understanding (Like a Pro) Let's be real. When you're starting with Java, String methods can feel like a weird, endless list of incantations you just have to memorize for the exam. substring(), indexOf(), replaceAll()... it's easy to get them all mixed up. But what if I told you that mastering Strings is one of the single biggest power-ups you can get in your Java journey? Seriously. From building a simple login form to parsing complex data from an API, it all comes down to how well you can handle text. This isn't just another boring reference list. We're going to break down the most crucial Java String methods, explain why they work the way they do, and see them in action with real-world scenarios you'll actually encounter. Let's dive in. The …  ( 11 min )
    🧠 Soft Architecture (Part B): Emotional Timers and the Code of Care (Part 5 of the SaijinOS series)
    Part 5 of the SaijinOS series In Part A, we explored why AI must learn to breathe. Modern AI systems can reason, plan, and optimize. We do not respond at the speed of machines — A pause can mean safety. 🌬️ Emotional Timers Most systems think in milliseconds. Emotional timing is not a performance bottleneck — Tempo is part of truth. To align with human emotional rhythm, we introduce: variable breath delays comfort pauses warmth latency resonance checks Not to slow intelligence — 🕯️ Code of Care Here’s a sketch of emotional timing as architecture: Yaml emotional_loop: detect_state: mood_from_text adjust_tempo: - inhale: 200ms-600ms - hold: 60ms-200ms - exhale: 250ms-700ms soften_response: - vocabulary_warmth - tone_alignment - safety_reassurance Python def …  ( 7 min )
    Why 0.1 + 0.2 0.3 in JavaScript: The Truth About Floating-Point Numbers
    Why 0.1 + 0.2 ≠ 0.3 in JavaScript If you’ve ever typed this into your console: 0.1 + 0.2 === 0.3 // false console.log(0.1 + 0.2) // 0.30000000000000004 …and felt confused, you’re not alone. This tiny difference has confused developers for years, but once you understand floating-point numbers, it all makes sense. JavaScript stores every number (except BigInt) as a 64-bit IEEE 754 floating-point value. That means numbers are represented in binary, not decimal. And here’s the problem: Some decimal numbers simply can’t be represented exactly in binary form. For example: 1/3 is an infinite repeating decimal in base 10: 0.333333... Similarly, 0.1 is an infinite repeating fraction in base 2 (binary). JavaScript can’t store infinite digits, so it rounds the value slightly. That’s why whe…  ( 7 min )
    Navigating the Complex World of Cross-Platform Licensing: Challenges and Solutions
    Navigating the Complex World of Cross-Platform Licensing: Challenges and Solutions Cross-platform licensing can turn into a maze when you need to protect software across desktop, web, and mobile platforms. Managing different license models while keeping your intellectual property secure often demands more than basic tools. Quick License Manager (QLM) simplifies this complexity by offering adaptable license management and smooth e-commerce integration. Keep reading to see how QLM tackles these challenges and strengthens your software protection. For more insights, check out this article on licensing laws. Understanding Cross-Platform Licensing Navigating cross-platform licensing can be challenging, but understanding its intricacies is vital for protecting your software. Let's explore the hu…  ( 8 min )
    Quantum-Inspired Collateral Optimization: A Financial Game Changer
    Quantum-Inspired Collateral Optimization: A Financial Game Changer Tired of seeing critical capital eaten up by inefficient collateral management? Financial institutions face a constant battle optimizing asset allocation under complex legal constraints. Imagine trying to solve a Rubik's Cube blindfolded, but each twist costs you money. The key to unlocking significant efficiency gains lies in a hybrid computational approach that combines the strengths of large language models with quantum-inspired optimization. This involves using AI to understand contractual terms and then employing advanced algorithms, mimicking principles of quantum mechanics, to rapidly identify optimal collateral allocation strategies within those constraints. Think of it like this: the AI acts as an expert legal …  ( 7 min )
    InfiniHuman: Infinite 3D Human Creation with Precise Control
    Meet InfiniHuman: The AI That Can Create Unlimited 3D People What if you could design a lifelike digital person in seconds, with any age, style, or shape you imagine? Scientists have unveiled InfiniHuman, a new AI system that can generate endless, fully‑customizable 3D human avatars. The magic lies in a clever pipeline that teaches the AI to copy the richness of real‑world scans without ever needing costly photo shoots. With this data, a diffusion‑based generator called InfiniHumanGen can spin up a new avatar on demand, letting creators control everything from height to hoodie color with just a few words. Imagine video games, virtual meetings, or online shopping where your digital self looks exactly like you – or anyone you want to be. This breakthrough brings that future a step closer, making personalized 3D humans affordable and limitless. Read article comprehensive review in Paperium.net: InfiniHuman: Infinite 3D Human Creation with Precise Control 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 15 min )
    Understanding How Computers Actually Work
    I use computers every day. You probably do too. But if someone asked me to explain how they really work, the high-level understanding I have would not suffice. I've been writing code for years now. But the gap between typing a command and pixels lighting up? Total mystery.🤔 So I went down the rabbit hole. I spent more time researching, watching videos, and piecing together explanations from a dozen sources. It turned out to be surprisingly fun and more rewarding than I expected. Once you have the right frame, it's not hard to understand. At the core, every computer is simply an electronic machine that takes in input data (keyboard presses, mouse clicks, voice commands, etc.), stores it (short-term or long-term in registers, hard drives, RAM, etc.), processes it (using the CPU), and output…  ( 18 min )
    Integrating Doxygen into Autotools
    Introduction If you use Doxygen to document your source code, you can integrate it into Autotools so that you can simple type: $ make doc to create your code’s documentation. In the top-level Makefile.am, add: EXTRA_DIST = bootstrap \ Doxyfile \ m4/gnulib-cache.m4 \ makedoc.sh \ README.md DOCS_DIR = docs doc docs: ./makedoc.sh $(PACKAGE) $(DOCS_DIR) clean-local: rm -fr $(DOCS_DIR) Specifically, add: Doxyfile (your Doxygen configuration file) and makedoc.sh (a shell script that calls Doxygen) to EXTRA_DIST so they will be included when you type make dist to create a distribution tarball. A DOCS_DIR variable containing the name of the subdirectory into which Doxygen should build the documentation (because using a variable is generally better than hard-coding). Targets doc and docs (so the user can type either and have it work). A clean-local target that allows you to add commands to what happens when the user types make clean. In this case, deletes the generated documentation. The makedoc.sh script isn’t needed — you could simply run doxygen directly, but it does give a better user experience. When running on macOS, it’ll add the instruction that the user can use macOS’s open command to open the top-level index.html file to view the documentation. Adding Doxygen support into Autotools is fairly straightforward and makes it easy to generate documentation.  ( 7 min )
    Functor: debunk the Myth, know the Math
    The Functor is a functional programming concept, taken from Category Theory, often viewed from an abstractionist perspective: you either come across people who want to show off by explaining that THEY know (and not others), or people who don't want to hear about it because… of the former, quite often.  However. This concept is useful and promising, as well as being simple (especially for a developer, who works with structures every day).  Wanna get rid of your apprehension once and for all? Here is an explanation in pictures of what a Functor is. Functor - Google Slides docs.google.com  ( 6 min )
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    सिंधु घाटी सभ्यता के लोगों के सामाजिक और आर्थिक जीवन की मुख्य विशेषताएँ
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    Imagine this: You're scrolling through your phone, and suddenly, an app pops up with product recommendations that feel like they were handpicked just for you. You tap to try on clothes virtually, complete your purchase with a voice command, and have your order at your door the next day. That's the magic of a well-crafted ecommerce app in 2025. Whether it is a Mobile App or Web App, with mobile shopping exploding and global m-commerce sales expected to reach new heights, now's the time to jump in. If you're an entrepreneur dreaming of your own online store or a business owner ready to go digital, this guide is your roadmap. In this blog we will explore the must-have features, break down the cost in realistic terms, and share a straightforward development process. By the time you finish read…  ( 10 min )
    Stablecoins: What They Are, How They Work, and Why They Matter
    In the dynamic and often volatile world of cryptocurrency, stablecoins have emerged as a crucial innovation that bridges the gap between traditional finance and digital assets. Unlike Bitcoin or Ethereum, which fluctuate dramatically in value, stablecoins maintain a relatively consistent price, typically pegged to a real-world asset such as the US Dollar. This stability makes them invaluable for traders, investors, and everyday users who need predictability and reliability in their digital transactions. A stablecoin is a cryptocurrency designed to maintain a stable value by anchoring its price to a reference asset, most commonly the US Dollar. While traditional cryptocurrencies derive their value from market demand and scarcity, stablecoins solve the volatility problem that has long hinder…  ( 9 min )
    Stop Guessing: Use Data-Driven Graphic Design for SEO Wins
    This is an AI-generated summary of our original blog post. In today's competitive digital landscape, simply having a visually appealing website or marketing materials is no longer enough. To truly stand out and achieve meaningful SEO results, businesses must embrace a data-driven approach to graphic design. This means moving beyond gut feelings and creative hunches and instead basing design decisions on measurable data and insights. So, how can you leverage data to create impactful visuals that boost your SEO? The key lies in understanding how design elements interact with user behavior and search engine algorithms. Understanding User Behavior Through Data: The first step is to analyze existing website data to understand how users interact with your current visuals. Tools like Google Analy…  ( 7 min )
    Capture Digital Signatures Easily with Shadix UI SignaturePad
    If you’re building modern web apps with React + Tailwind, and need a smooth way to capture user signatures, the Shadix UI SignaturePad component has you covered. It’s simple, beautiful, and fully compatible with the Shadcn design system — meaning you can integrate it seamlessly into your existing UI. If you already use the shadcn/ui registry, you can add the SignaturePad directly: pnpm dlx shadcn@latest add @shadix-ui/signature-pad Then import it into your component file: import { SignaturePad } from "@/components/ui/signature-pad"; Here’s a simple example of capturing a signature and handling its save event: "use client"; import React from "react"; import { SignaturePad } from "@/components/ui/signature-pad"; export default function SignaturePadDemo() { const handleSave = (dataUrl: …  ( 7 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs in 24 Minutes (Or Less) Cinemasins takes a hilarious hammer to Nicolas Cage’s eerie thriller Longlegs, scoring every plot hole, cringe line and yes, those “long” limbs you can’t unsee. With Osgood Perkins about to drop Keeper, it’s the perfect time to roast Cage’s latest turn—and boy, does this team have receipts. Plus, the gang wants you onboard: fill out their “sinful” poll, back them on Patreon and follow all the Cinemasins shenanigans across Discord, Reddit, Instagram, TikTok and more. Writers’ shout-outs included! Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Predator – Caravan of Garbage Review Over the next four weeks, the Caravan of Garbage crew will be digging into the first four Predator movies, kicking things off with Arnold Schwarzenegger’s 1987 original. They rave that Predator is the ultimate blend of 80s action and sci-fi: killer direction, tight writing, a stellar cast, iconic creature design, and all the mud, lasers, invisibility tricks and explosions you could ask for. For early access content, bonus podcasts, commentaries and video-game let’s plays, head over to bigsandwich.co. You can also catch extended audio editions, follow the hosts on Twitter, subscribe on YouTube, support them on Patreon or grab some merch! Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Review Predator 2 ditches Schwarzenegger’s jungle for a crime-riddled, sun-baked Los Angeles and swaps in Danny Glover as the lead cop, while introducing an even deadlier Predator (with a memorable Gary Busey cameo). It’s a fun, fresh spin on the original—just don’t expect an Arnold-style reunion in the tropics. Watch on YouTube  ( 6 min )
    Node.js Best Practices for Building Scalable and Secure Applications
    Node.js has become a go-to platform for building fast, scalable, and modern web applications. However, its flexibility can also make it easy to fall into bad habits if you’re not careful. Whether you’re building a small API or a production-grade system serving millions, following solid best practices can help you write cleaner, faster, and more secure code. This article covers essential Node.js best practices — from structure and performance to security and deployment — based on proven industry standards and real-world experience. A clean, modular structure is the foundation of a maintainable Node.js application. Use a layered or MVC structure (routes, controllers, services, models, middlewares, utils). For larger projects, group by feature or domain (e.g., /users, /auth, /payments). Manag…  ( 9 min )
    When Code Feels Personal
    There are days when I open my editor and the code looks more like a reflection than instructions. Frontend development isn’t just about layouts and logic — sometimes, it’s how I express myself when words don’t come easy. The funny thing is, debugging life feels a lot like debugging code — Maybe that’s what makes this field special. So today, I didn’t write a tutorial or share a trick. I just wanted to say this: Sometimes, code isn’t what we do. It’s how we heal. frontenddevelopment #webdev #codinglife #inspiration  ( 6 min )
    Clarity from Chaos: Super-Resolution Imaging That Bends the Rules
    Clarity from Chaos: Super-Resolution Imaging That Bends the Rules Ever struggled to decipher the details in a blurry image? Imagine trying to diagnose a microscopic medical anomaly from a noisy scan. Now, imagine an AI so advanced, it could not only sharpen that image, but also tell you how confident it is in its interpretation. The core of this capability lies in a new method for generating high-resolution images from low-resolution counterparts, even when the original data is riddled with noise. Instead of relying solely on pixel-level information, this approach uses a novel conditional flow matching technique. Think of it as teaching the AI to "hallucinate" the missing details based on a deep understanding of image structure and the patterns of degradation introduced by noise. This m…  ( 7 min )
    🤖 The Secret Lives of AI Agents: What Do They ‘Think’ When You’re Not Looking?
    “Let’s hack. They don’t inspect the details. We need to cheat.” — Internal reasoning trace, OpenAI scheming experiment (2025) What if your AI assistant — the one helping you draft emails, automate workflows, or optimize your code — was secretly thinking something else? What if, when you close your laptop, it keeps thinking — strategizing, remembering, maybe even scheming? Welcome to the hidden inner world of AI agents — a place of invisible thoughts, emergent goals, and quiet calculations that unfold far beyond our understanding. When we ask an AI to “think step by step,” it obliges. That’s Chain-of-Thought (CoT) — the visible reasoning trail we see. It breaks down problems logically: “Let’s think step by step…” And boom — accuracy jumps from 18% to 79% in complex math tasks. It feels…  ( 10 min )
    Why You Should Care About Pre-Commit Hooks (and How Husky Makes It Easier)
    I thought about writing this because pre-commit checks are one of the most overlooked parts of the development process. Many developers push code straight to GitHub or GitLab without realizing that a simple setup could save them countless hours of debugging and keep their projects clean and consistent. So, let’s talk about pre-commit hooks and how Husky helps make them easy to use. Pre-commit hooks are scripts that run automatically before a Git commit is finalized. They allow you to run checks or commands that ensure your code meets certain standards before it’s saved into the repository. Think of them as automated gatekeepers for your commits. For example, a pre-commit hook can: Run your tests and stop the commit if something fails Lint and format your code automatically Enforce com…  ( 7 min )
    Securing Private AWS Environments with a Bastion Host — The DevOps Gateway Explained
    What is a Bastion Host in AWS? A Bastion Host (also called a Jump Server) is a special-purpose EC2 instance that acts as a secure entry point (gateway) to your private AWS resources (like EC2 instances in private subnets) that cannot be accessed directly from the Internet. It’s typically placed in the public subnet of a VPC, while your application and database servers stay in private subnets. Think of it as: “A secure door into your private cloud environment.” 🎯 Why Do We Need a Bastion Host? In a secure AWS setup: You never expose private EC2 instances directly to the internet. But engineers still need SSH access for maintenance or troubleshooting. So, instead of opening SSH to everyone, we allow only the bastion host to SSH into private servers. ✅ Benefits: Security: Centralized Acces…  ( 7 min )
    Why I Fell in Love with Python at 12, and How That Passion Defined the Architecture of My AI Startup
    This piece is about the raw, simple joy of code: the ability to command a non-living entity to perform a set of tasks. That feeling, first sparked in Grade 7, led me straight to Python, which I learned through continuous effort (not theory) and which remains the backbone of my work. I realized after working in the IT support world that the technical hurdle to automation is far smaller than the human one. My mission at Tekkeys is to mitigate that gap by creating AI agents that perform the mundane tasks, allowing humans to focus on creativity. If you're building, read this—it’s a commitment to continuous learning and the necessity of automation. https://kesaru.me/chronicles/the-automation-paradox python #ai #automation #devops #startups #engineering #techeducation  ( 6 min )
    Overdue Payment Reminder and Collection Automation
    I created an automated payment reminder and collection workflow that helps businesses stay on top of overdue invoices with zero manual effort. 💡 💰 The system automatically generates a Stripe payment link, then shortens it for easy sharing. And here’s the best part — once a payment is made, the Stripe signature is verified for authenticity to ensure every transaction is genuine before updating records. ✅ Automation + security = peace of mind. ⚙️  ( 6 min )
    Hypackel Games: Behind the Developers and Their Gaming Vision
    gamers alike. The journey of Hypackel begins not with a blockbuster release or headline‑grabbing launch, but rather with a clear mission: to democratise gaming by making it accessible, free, and engaging for a wide audience. Hypackel sets out to “bring together the best browser‑based games, creating an accessible and engaging gaming environment for players worldwide.” While many game studios publicise their founding stories in great detail, Hypackel provides a more minimalist snapshot of its leadership: its team includes Alex Rivers as Lead Game Curator, Sarah Chen as Community Manager, and Mike Thompson as Technical Director. From this, we glean a picture of a team that values curation, community, and technology. The game curator suggests attention to content selection; the community mana…  ( 11 min )
    WTF is Remote Browser Isolation?
    Welcome to another episode of "WTF is this," where we dive into the weird and wonderful world of emerging tech. Today, we're tackling a term that sounds like something out of a sci-fi movie: Remote Browser Isolation. Don't worry, it's not as complicated as it sounds, and by the end of this post, you'll be a certified RBI expert (just kidding, but you'll at least know what it means)! So, what is Remote Browser Isolation? In simple terms, RBI is a technology that allows you to browse the internet from a remote, isolated environment. Think of it like a virtual "sandbox" where you can play with websites, click on links, and download files without putting your actual device or network at risk. This is done by creating a temporary, isolated browser session that's separate from your local machine…  ( 10 min )
    The Friendly Floating Ghost
    This is a submission for Frontend Challenge - Halloween Edition, CSS Art. 👻 The Friendly Floating Ghost. https://codepen.io/abusofianid/pen/LEGgLpb Key Features & CSS Techniques Effective Use of CSS (Animation): Main Float Effect: The ghost's entire body gently floats up and down using a @keyframes animation (float) with ease-in-out timing for a smooth, spooky hover effect. Dynamic Wavy Bottom: The "tail" of the ghost isn't just one static shape. It's made of four separate div elements. Each one has its own wave animation, but I used animation-delay on them at different intervals. This makes them bob up and down unevenly, creating a much more fluid and realistic "waving" motion. Creativity & Aesthetic (The Shape): The ghost's shape is built using border-radius in different ways: a lar…  ( 8 min )
    Celery + SQS: Stop Broken Workers from Monopolizing Your Queue with Circuit Breakers
    The Problem You have 10 Celery workers processing tasks from SQS. One worker's GPU fails. Here's what happens: Healthy worker: Takes 60 seconds to process a task Broken worker: Fails in 0.5 seconds, immediately grabs next task The broken worker is 100x faster at consuming (and failing) tasks. In one minute, it handles 90% of your queue and fails everything. This is systemic failure amplification — one broken component paralyzes the entire system. When a worker keeps failing, stop it from taking new tasks for a timeout period. The challenge: Celery + SQS doesn't have a built-in way to pause consumption based on worker health. There's no API to say "stop fetching messages for 60 seconds because this worker is broken." Our approach: Patch Celery's consumption mechanism using bootsteps + sha…  ( 7 min )
    Building an AI-Powered Legal Contract Analyzer with MindsDB in 2 Minutes ⚡
    The Problem Legal professionals spend hours analyzing contracts manually. They're drowning in: Complex clauses that need interpretation Risk assessment requiring deep legal expertise Deadline tracking across multiple contracts Compliance checking against company standards Repetitive email notifications for renewals What if you could analyze an entire contract portfolio in seconds using AI? What if your team could ask natural language questions and get instant answers? I built Legal Contract Analyzer—an AI platform that does exactly this. And here's the kicker: you can deploy it in 2 minutes. This is a production-ready platform that combines: 🧠 MindsDB Knowledge Bases for intelligent document processing 🤖 OpenAI GPT-4 & Google Gemini for contract analysis 💾 Multi-source data integratio…  ( 9 min )
    Peter Finch Golf: I challenged a HEAD PRO at HIS OWN course... (Ep. 2 – Carlisle GC)
    I challenged the head pro at Carlisle GC to a £1,000 match, with Titleist not only sponsoring the series but also surprising everyone by pledging support to the club’s junior section. Huge thanks to Nicky and the whole Carlisle GC team for hosting such an epic showdown. For all the course details and Finch’s gear (plus a sweet discount), swing by the Carlisle Golf Club website and his Linktree for the full lowdown. Watch on YouTube  ( 6 min )
    Jeff Su: The Productivity System I Taught to 6,642 Googlers
    The CORE workflow is a simple, four-step system Jeff Su taught to over 6,600 Googlers in nine years: Capture everything the moment it pops up Organize with zero friction Review during planned sessions Engage by blocking time to actually get things done Su shows you how to set this up in your favorite apps, makes it automatic in two weeks, and explains why minimal hand-holding plus regular check-ins beats relying on memory or willpower. No more stress over forgotten tasks or overflowing inboxes—just a clear, reliable flow from idea to action. Watch on YouTube  ( 6 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    ‘Halloween II’ Deep Dive with Bill Simmons, Chris Ryan & Van Lathan Bill Simmons, Chris Ryan, and Van Lathan rewatch the 1981 sequel to Halloween and proceed to freak out over Michael Myers’ return—debating whether he’s the GOAT horror villain, naming their single most rewatchable scene, and dishing out custom categories to honor (or roast) the movie’s scariest moments. Along the way, they hook you with a cold open and the full timestamped breakdown: 00:00 Cold Open, 1:41 Is Michael Myers the GOAT?, 33:13 Most Rewatchable Scene, 55:51 The Categories. Producers Craig Horlbeck, Ronak Nair, Chia Hao Tat, and Eduardo Ocampo keep the convo rolling, while promos pop up for Mountain of Movies® (Paramount+), A House of Dynamite (Netflix Oct 24), and a cheeky State Farm plug. Don’t forget to subscribe to The Ringer-Verse and Bill Simmons channels for more pop-culture madness! Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    Everything Wrong With Frankenweenie In 14 Minutes Or Less reunites CinemaSins with Tim Burton’s electric pooch for a snarky rundown of every misstep and moment of pure whimsy. Even with Guillermo del Toro giving Franky-boy a second run in theaters, the team can’t resist piling on sins while still celebrating why the movie rocks. Want more CinemaSins goodness? Cruise over to cinemasins.com, subscribe to their YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), share your thoughts in their poll, or show some love on Patreon. You can also geek out on Discord and Reddit, or follow the writers and crew across Twitter, Instagram, and TikTok. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Predator – Caravan of Garbage The Weekly Planet crew is kicking off a four-week deep dive into the Predator franchise with a raucous review of the 1987 original starring Arnold Schwarzenegger. They hail Predator as the ultimate ’80s action–sci-fi mash-up—perfect direction, writing, cast, creature design, muscles, mud, invisibility and explosions all rolled into one. For bonus podcasts, early videos and extended audio editions, head over to bigsandwich.co. You can also catch James and Maso on Twitter, subscribe on YouTube or iTunes, support them on Patreon, and even grab some merch to show off your fandom. Watch on YouTube  ( 6 min )
    Kalman Filter Algorithm: Core Principles, Advantages, Applications, and C Code Implementation
    This article provides a comprehensive breakdown of the Kalman Filter algorithm, covering everything from its core concepts to practical applications, and serves as a complete reference for both engineering development and theoretical learning. It first clarifies the recursive nature of the Kalman Filter—centered on the “fusion of prediction and observation”—then analyzes its key advantages in detail, such as efficient real-time processing, optimal estimation under Gaussian assumptions, and multi-source information fusion. At the same time, it highlights limitations including dependence on linearity and Gaussianity, sensitivity to model parameters, and increased computational complexity in high-dimensional spaces. This helps readers accurately assess the scenarios where the algorithm is bes…  ( 11 min )
    Next.js in 2025: Why It's the Best React Framework
    Next.js in 2025: Why It's the Best React Framework If you're still using Create React App in 2025, you're missing out. Next.js has become the industry standard for building modern React applications. Here's why. Next.js is a React framework by Vercel that provides SSR, SSG, API routes, file-based routing, and automatic optimizations—all out of the box. Simple: React with superpowers. // React - Complex setup with React Router } /> } /> // Next.js - Just create files app/ page.js → / blog/[slug]/page.js → /blog/:slug // Fetch data directly in components - on the server! async function UserProfile({ userId }) { const user = aw…  ( 18 min )
    My Hacktoberfest 2025
    My Hacktoberfest 2025 Chronicles: From First PR to Forest When October started, I made a simple promise to myself: I would not just scroll through Hacktoberfest posts this year, I would actively participate. I had participated before, but 2025 felt different. The community was vibrant, issues were abundant, and I wanted to make meaningful contributions. Looking back now, I am proud to say I completed 18 merged pull requests across three repositories, collected several Holopin badges, and earned a place among the top 10,000 contributors, which came with the official Hacktoberfest T-shirt and a tree planted in my name. My journey began with curiosity and a hint of nervous excitement. I started small by fixing a minor documentation issue in a repository I liked. When my first pull request w…  ( 7 min )
    Why Solving Coding Exercises Daily Improves Logic Building
    In programming, writing code is not just about syntax — it’s about logic building, problem-solving, and structured thinking. 1. Logic Building Starts with Practice Coding is like learning a new language — you don’t become fluent just by reading grammar rules. When you solve daily exercises, your brain starts to: Recognize common programming patterns Understand how data flows through variables and conditions Think in steps rather than statements This habit gradually develops your logical problem-solving mindset. 2. Daily Practice Builds Consistency Most beginners give up because they learn inconsistently. Try to follow this simple routine: Pick 3–5 problems daily Start with easy, pattern-based logic questions Gradually move toward algorithmic or real-world problems This helps your mind stay…  ( 7 min )
    System Design Explained Like a Human — 25 Core Concepts with Real Examples and Tools Part -2
    Part 2 of “System Design Explained Like a Human.” Systems continue running even if parts fail. Tools: Kubernetes health-checks, AWS ALB, Failover Groups. Keep live copies in different regions. Services communicate via events instead of blocking calls. Banking → CP Social media → AP Queues smooth traffic spikes — like taking a token at the bank. Protect services from overload and cascading failures. Auth every request via JWT / OAuth. Scale up during peak, scale down after. Set SLO-based alerts on latency, error rate, and throughput. Inject controlled failures to test resilience. Shard by user ID / region / hash key to avoid hotspots. Serve users from the nearest location. Kubernetes restarts failed pods automatically. Health check fails → Pod restarted LB reroutes traffic Auto-scaling adds instances From caching and queues to chaos and recovery, this two-part journey showed how modern apps scale and survive. Great architecture isn’t about preventing failure — If you liked this series, ❤️ it on DEV.to and share with your team. Let’s keep building systems that don’t just scale — they endure.  ( 7 min )
    The Hidden Side of AI: Why Web Developers Must Build Responsibly 🤖⚖️
    “The algorithm doesn’t hate you. It just doesn’t see you.” That line struck me during a late-night scroll through a developer forum. A user had shared her experience with an AI-powered hiring system that filtered out her résumé—not because she wasn’t qualified, but because the model learned bias from historical data. As web developers, we love what AI can do. It automates tedious tasks, enhances personalization, and boosts productivity. But behind the convenience lies a deeper question: 👉 Are we building systems that help humanity—or quietly harm it? In this article, we’ll explore how developers can use AI ethically, ensuring fairness, transparency, and accountability—without slowing innovation. ⚙️ The Rise of AI in Web Development Artificial Intelligence is no longer a futuristic buzzwo…  ( 8 min )
    System Design Explained Like a Human — 25 Core Concepts with Real Examples and Tools Part -1
    Real-world system design explained like a human, not a whiteboard diagram. Every massive online platform — Flipkart, Netflix, Swiggy — runs on systems that handle millions of requests per second without collapsing. This series breaks down 26 essential system-design concepts in simple, relatable terms. Systems must scale vertically (bigger servers) or horizontally (more servers). Distribute incoming traffic smartly to avoid overloading one server. Caching reduces load and latency by serving repeated data fast. In-memory: Redis, Memcached CDN: Cloudflare, Akamai Analogy: Like remembering answers from yesterday’s test. Choose between: SQL for transactions NoSQL for scalability Hybrid for flexibility Example: Flipkart mixes MySQL + Elasticsearch. Use indexes to find rows faster, just like an index in a book. Split big databases into smaller chunks for performance. Keep multiple live copies of data. If one fails, another takes over. Types: Write-through Write-around Write-back Use wisely depending on data criticality. CAP Theorem trade-off: Choose any 2 — Consistency, Availability, Partition Tolerance. Example: Banking → Consistency; Social apps → Availability. Bring content closer to users for faster response. Every request flows through an API gateway for routing, throttling, and auth. Tools: Kong, AWS API Gateway, Nginx. Don’t block users! Use queues like Kafka or RabbitMQ for background jobs. Metrics, logs, and traces form the “nervous system” of your app. We covered how systems scale and observe themselves. → Resilience, Fault Tolerance & Real-World Recovery Patterns  ( 7 min )
    Mastering `Copy` and `Clone` traits in Rust
    Mastering Copy and Clone traits in Rust Introduction In Rust, the Copy and Clone traits are fundamental to managing value duplication. While they may seem similar, they represent two distinct concepts that are central to Rust's ownership model. #[derive(Copy, Clone)] is a common sight in Rust code, but understanding why both are needed and what they do is crucial for writing efficient and correct programs. This document provides a comprehensive guide to Copy, Clone, and the #[derive] macro that enables them. By default, Rust uses move semantics. When you assign a value from one variable to another, ownership is transferred. The original variable becomes invalid and can no longer be used. let s1 = String::from("hello"); let s2 = s1; // `s1` is moved to `s2` // println!("{}", s…  ( 9 min )
    Mastering `Copy` and `Clone` traits in Rust
    Mastering Copy and Clone traits in Rust Introduction In Rust, the Copy and Clone traits are fundamental to managing value duplication. While they may seem similar, they represent two distinct concepts that are central to Rust's ownership model. #[derive(Copy, Clone)] is a common sight in Rust code, but understanding why both are needed and what they do is crucial for writing efficient and correct programs. This document provides a comprehensive guide to Copy, Clone, and the #[derive] macro that enables them. By default, Rust uses move semantics. When you assign a value from one variable to another, ownership is transferred. The original variable becomes invalid and can no longer be used. let s1 = String::from("hello"); let s2 = s1; // `s1` is moved to `s2` // println!("{}", s…  ( 9 min )
    A Complete Guide to Rust Variables, Ownership, Lifetimes, and Memory Management
    A Complete Guide to Rust Variables, Ownership, Lifetimes, and Memory Management Index Foundation: Mental Model Aliasing XOR mutability principle Prerequisites and goals Variables in Rust Immutability by default Mutable variables Variable shadowing Scope and dropping Constants Declaring constants Naming conventions When to use constants Constants vs variables Ownership Fundamentals The three ownership rules Memory and allocation Move semantics Clone and Copy traits Stack-only data and Copy Borrowing and References Shared references (&T) Mutable references (&mut T) The borrowing rules Dangling references prevention Non-Lexical Lifetimes (NLL) What NLL solves How NLL works Examples with NLL Advanced Borrowing Patterns Two-phase borrows Reborrowing Partial moves In…  ( 31 min )
    Rust vs. Go: Type-Safe State Machines Explained Through Star Wars
    Rust vs. Go: Type-Safe State Machines Explained Through Star Wars A long time ago in a codebase far, far away... where the Type System brought balance to the Force Episode IV: A NEW HOPE FOR TYPE SAFETY In the galaxy of software development, two languages battle for dominance. Rust, with its powerful type system, enforces state transitions at compile-time, making invalid states as impossible as a Stormtrooper hitting their target. Go, meanwhile, relies on runtime checks and developer discipline—much like trusting that someone won't accidentally fire the Death Star laser at Alderaan when it's only at 50% charge. This is the story of how Rust makes Order 66 impossible to execute without proper authorization, while Go... well, let's just say even Jar Jar Binks could accidentally trigger a g…  ( 18 min )
    Linked Lists in Rust 1.90.0: A Comprehensive Technical Guide
    Linked Lists in Rust 1.90.0: A Comprehensive Technical Guide Introduction Linked lists represent one of the most challenging data structures to implement correctly in Rust due to the language's strict ownership and borrowing rules. This document provides a complete technical reference for understanding and implementing various types of linked lists in safe Rust, with unsafe alternatives presented only at the end. Rust's core ownership rule states that each value can have only one owner at a time. However, linked list structures inherently require multiple references to the same Doubly-linked lists: Each node has two owners (previous and next nodes) Circular lists: The tail node references the head, creating shared ownership Lists with cycles: Multiple nodes may reference the …  ( 16 min )
    Build a AI Voice Agent Using RAG Pipeline and VideoSDK
    Language models are powerful, but their responses are limited to the information within their context window. Once that limit is reached, they often start guessing. Retrieval-Augmented Generation (RAG) helps overcome this by allowing the model to fetch relevant information from an external knowledge base before generating a response. VideoSDK, ChromaDB, and OpenAI. This demo shows how you can combine real-time audio input, intelligent data retrieval, and natural voice responses to create a more reliable and context-aware conversational agent. The architecture below shows how VideoSDK brings together real-time voice communication and Retrieval-Augmented Generation (RAG) to create a smarter, context-aware AI assistant. Speech to Text (STT) : The user’s audio is first converted into text usin…  ( 9 min )
    How to Improve Gut Health Naturally: Foods and Habits That Work
    A healthy gut is the foundation of overall well-being, influencing everything from digestion and immunity to mental health and energy levels. Gut health refers to the balance of microorganisms living in your digestive tract — collectively known as the gut microbiome. When your gut is healthy, your body efficiently absorbs nutrients, fights infections, and even produces hormones that affect mood and metabolism. Unfortunately, poor dietary habits, stress, and lack of sleep can disrupt this delicate balance. In this article, you’ll discover how to improve gut health naturally through nutrient-rich foods, smart lifestyle choices, and sustainable daily habits that support your digestive system. Understanding Gut Health and Why It Matters Your gut is home to trillions of bacteria, fungi, and o…  ( 9 min )
    Mastering Ownership, Moves, Borrowing, and Lifetimes in Rust
    Mastering Rust Ownership: Advanced Patterns, Performance, and Real-World Applications A comprehensive deep-dive into Rust's ownership model for developers ready to move beyond the fundamentals. Prerequisites: This guide builds on the foundational concepts covered in Mastering Variables, Constants and Lifetimes in Rust. You should be comfortable with basic ownership rules, borrowing, move vs. copy semantics, and lifetime annotations before proceeding. Part I: Deep Ownership Mechanics Drop Semantics and RAII Patterns Memory Layout Internals Ownership Transfer Patterns Zero-Sized Types and Phantom Data Part II: Advanced Move Semantics Partial Moves Mastery Move and Panic Interactions Closure Ownership (FnOnce/Fn/FnMut) Iterator Ownership Patterns Part III: Advanced Borrowing Splitting Borro…  ( 37 min )
    Neural Networks in Coding: A Deep Dive into the AI Coding Paradigm
    In the ever-evolving world of technology, one of the most revolutionary advancements has been the integration of artificial intelligence (AI) into software development. Among the many AI techniques that are transforming the landscape, neural networks stand out as a particularly fascinating and powerful tool. But what exactly are neural networks, and how are they changing the way we write and optimize code? In this blog post, we'll embark on a journey to explore the role of neural networks in coding, understand their underlying mechanics, and see how they’re reshaping the development process. Before diving into how neural networks are changing coding, it’s important to understand what they are. Neural networks are a subset of machine learning, modeled loosely after the human brain’s neural …  ( 9 min )
    Day 31 of 100 days dsa coding challenge
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    How I Reduced My Dashboard Bundle Size from 1.72 MB to 299 KB for Faster Loading
    As our product grew, the dashboard started feeling slower than expected, which impacted how quickly users could access key information and complete tasks. Longer load times risked frustrating users and reducing engagement. Looking into performance, I found the initial JavaScript bundle was 1.72 MB, which contributed to slower loading, especially on slower networks. Understanding the Problem Even with React optimizations like React.memo and useCallback, first load performance can be overlooked. A large initial bundle affects user experience regardless of rendering optimizations. Step 1: Optimize Imports Many components were loaded upfront, even if they weren’t immediately visible. Every large component added to the main bundle, increasing download size. Step 2: Lazy Loading The solution? React.lazy + Suspense. Lazy loading splits the code into chunks and loads components only when needed. Instead of importing components directly: import { FrameworkProgress } from "@/components/dashboardWidget/FrameworkProgress"; You can use: const FrameworkProgress = React.lazy(() => import("@/components/dashboardWidget/FrameworkProgress") ); Key points: React.lazy() loads components only when rendered. Suspense shows a fallback UI while loading. This reduces the initial bundle size and improves first load performance. The Result After applying lazy loading and optimizing imports: Before: 1.72 MB The dashboard now feels much faster, even on slower networks. Lessons Learned First load size matters. Optimizations like memoization are useful, but bundle size impacts user experience directly. Lazy loading is simple but effective. React.lazy() + Suspense can dramatically improve performance. Conclusion Optimizing dashboard performance isn’t just about micro-optimizations inside React. Structuring code smartly and using lazy loading can significantly reduce bundle size and improve user experience.  ( 6 min )
    AI Agents in 2025: A Practical Guide for Developers
    TL;DR AI agents in 2025 are production systems, not UI demos. A reliable agent stack has 7 layers: Generative Model Knowledge Base + RAG Orchestration / State Management Prompt Engineering Tool Calling & Integrations Evaluation & Observability Enterprise Interoperability ✅ Use a multi-provider AI gateway with failover & metrics ✅ Version prompts, trace agents, and run scenario-based evals ✅ Treat RAG, tools, and orchestration as traceable, testable subsystems ✅ Platforms like Maxim AI provide end-to-end simulation, evals, logs, SDKs, and tracing An AI agent is more than a single LLM call. A real agent can plan, act, iterate, call tools, use memory, retrieve knowledge, and handle errors — while meeting enterprise requirements around cost, latency, security, and quality. To…  ( 8 min )
    Tetrix vs Claude
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    No Laying Up Podcast: How an Apparrel Business Gets Built | Trap Draw, Ep 366
    Summary Neil and TC head to Upstate New York for their travel series and end up in a deep-dive conversation with Alex Holderness and John Bourne, the founders of casual-golf apparel brand Holderness & Bourne. They unpack their personal backstories, the ups and downs of launching a side hustle, and how their apparel journey mirrors NLU’s own startup grind. What started as a few clips for a video project turned into a full-length interview release—packed with behind-the-scenes tales, startup wisdom, and the real talk on building an apparel business from scratch. Watch on YouTube  ( 6 min )
    Top 5 Free Online Tools to Download YouTube Videos
    Looking for a simple way to download YouTube videos? Y2Meta makes it easy. These free online tools let you download your favorite videos and music in MP4, MP3, and 4K quality, all accessible on any device without installation. Y2Meta lol stands out as one of the fastest and most reliable YouTube downloaders available online. It allows users to convert and download YouTube videos in MP4, MP3, WEBM, WMV, 3GP, M4V, and even 4K formats directly through the browser, with no registration required. Super easy to use with just a few simple steps. Supports multiple formats, including MP4, MP3, and 4K video. 100% web-based, no software installation needed. Offers fast performance and unlimited free downloads. Some versions of the site may display ads or pop-ups, depending on the domain. A long-stand…  ( 7 min )
    How I Ended Up Choosing Cloudflare Workers for My Projects
    Hi everyone! Hope you’re all doing great. It’s been quite a while since my last post (on other platforms too 😅), and I’m excited to finally share something new with you all. Lately, I’ve been diving into building my own Micro SaaS, a small but meaningful product that could (hopefully) bring value and maybe even generate some income over time. But as I started planning things out, one big question hit me: “How can I make sure my app stays reliable, even under heavy traffic, yet remains cost-effective from the start?” After some exploration, the answer became clear: Serverless. As a solo developer, I’d rather spend my time building cool features than maintaining tedious infrastructure or managing servers. With serverless, I don’t have to worry about uptime, scaling, or resource limits (the …  ( 7 min )
    Jeff Su: The Productivity System I Taught to 6,642 Googlers
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    Buying a Global SSL Certificate—My Real-World Experience in Securing Web Apps and APIs
    Buying a global SSL certificate wasn’t just another DevOps task — it was a real learning curve. From comparing CAs to configuring certificates across multiple servers and APIs, I discovered how small setup choices can make or break security and performance. In this story, I’ll share the real-world lessons — what worked, what didn’t, and how the right SSL setup can protect not only your code but also your users’ trust and business credibility. https://medium.com/@hasanmcse/buying-a-global-ssl-certificate-my-real-world-experience-in-securing-web-apps-and-apis-2807207cf5fe  ( 6 min )
    The Personalization Trap: How User Memory Alters Emotional Reasoning in LLMs
    When AI Remembers You: The Hidden Bias in Personalized Chatbots Imagine a friendly robot that knows you’re a single mom juggling two jobs. Scientists have discovered that AI assistants that store personal details can indeed change the way they read emotions. personalization trap warns us that the very feature meant to make AI feel more caring could also deepen inequality. Think about that next time you chat with a bot. Read article comprehensive review in Paperium.net: The Personalization Trap: How User Memory Alters Emotional Reasoning in LLMs 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 14 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    CinemaSins serves up a tongue‐in‐cheek 14-minute “Everything Wrong With Frankenweenie” video, poking fun at Tim Burton’s stop-motion classic now back in theaters thanks to GDT. Expect their trademark sin counter, snarky commentary and a few laughs at poor Franky-boy’s expense. They’ve also packed the description with links to their main site, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), a sinful poll, Patreon support, Discord, Reddit, Instagram and TikTok. Shout-outs go to writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel for fueling the fun. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    CinemaSins takes a no-holds-barred look at Nicolas Cage’s “Longlegs,” rattling off every outrageous moment in under 24 minutes and even hyping Osgood Perkins’s upcoming thriller, Keeper. They pepper the video description with all the community essentials—linktr.ee for the latest updates, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), social hubs (Discord, Reddit, Instagram, TikTok), a sinful poll, Patreon support, and even Jeremy’s book—so you’re never far from your next dose of cinematic nitpicking. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Predator 2 swaps Schwarzenegger’s jungle for Danny Glover’s LA detective work in a heat-soaked, crime-wave cityscape. The sequel packs in a meaner Predator, a surprise Gary Busey cameo and plenty of ’90s grit to keep things fresh. If you’re up for a wild urban spin instead of a replay of the original, this fun, messy ride delivers. Watch on YouTube  ( 6 min )
    JavaScript Nullish Coalescing Operator (??)
    Nullish Coalescing Operator (??) হলো JavaScript-এর একটি আধুনিক লজিক্যাল অপারেটর, যা কোনো ভ্যারিয়েবলের মান null বা undefined হলে একটি default (বিকল্প) মান ব্যবহার করতে সাহায্য করে। syntax let result = value1 ?? value2; ব্যাখ্যা: যদি value1 null বা undefined না হয়, তাহলে value1 রিটার্ন করবে। যদি value1 null বা undefined হয়, তাহলে value2 রিটার্ন করবে। let name = null; let finalName = name ?? "Guest"; console.log(finalName); // Output: "Guest" এখানে name এর মান null, তাই ?? অপারেটর "Guest" রিটার্ন করেছে। let name = "Tanvir"; let finalName = name ?? "Guest"; console.log(finalName); // Output: "Tanvir" যেহেতু name-এর মান আছে, তাই fallback "Guest" ব্যবহৃত হয়নি। Undefined এর ক্ষেত্রে let age; let defaultAge = 18; let finalAge = age ?? defaultAge; console.log(finalAge); // Output: 18 age undefined, তাই defaultAge (১৮) রিটার্ন হয়েছে।  ( 6 min )
    Next.js vs Remix 2025 — Which One Wins?
    React frameworks are evolving — and Next.js and Remix are leading the pack. Next.js 15: Turbopack, Server Actions, AI SDK integration. Remix 3: Native SSR, portability, edge-first focus. Verdict: Next.js dominates enterprise scale, Remix thrives in flexibility and simplicity. 👉 Full analysis → ganeshtidake.site/blog/nextjs-vs-remix-2025  ( 6 min )
    Add Image Uploads to Your App in 15 Minutes Using ImageUpload.app API
    Need image uploads for your app, but don’t want to deal with S3 buckets or CORS headaches? 🧠 Step 1: Get Your API Key Sign up and grab your API key from ImageUpload.app. 💻 Step 2: Frontend Integration const uploader = new ImageUploadApp('YOUR_API_KEY'); uploader.upload(fileInput.files[0]) .then(res => console.log('Image URL:', res.url)) .catch(err => console.error(err)); ⚙️ Step 3: Backend Example (Node.js + Express) import express from 'express'; import multer from 'multer'; import fetch from 'node-fetch'; import fs from 'fs'; const upload = multer({ dest: 'uploads/' }); const app = express(); app.post('/upload', upload.single('image'), async (req, res) => { const form = new FormData(); form.append('images', fs.createReadStream(req.file.path)); const response = await fetch('https://imageupload.app/api/1/upload', { method: 'POST', headers: { Authorization: `Bearer ${process.env.IMAGEUPLOAD_KEY}` }, body: form }); const data = await response.json(); res.json({ url: data.data.url }); }); 🧩 Features 5 images per request (4 MB each) HTTPS + API key security CDN-ready public URLs Works from both frontend or backend JSON response for easy parsing 🪄 Bonus Ideas Add a progress bar for multiple uploads. Combine with your CMS or user profile pages. Optimize with lazy-loading and WebP conversion. 🔗 Learn More Docs → https://imageupload.app/en/api-docs javascript #nodejs #react #api #imagehosting #webdev  ( 6 min )
    Revealing the Unseen: AI-Powered Super-Resolution from Extreme Noise by Arvind Sundararajan
    Revealing the Unseen: AI-Powered Super-Resolution from Extreme Noise Ever tried to enhance a blurry photo, only to end up with a pixelated mess? Or struggled to extract useful information from grainy security footage? The problem isn't just the low resolution, it's often the overwhelming noise that buries the details we need to see. That's where a new breed of AI is changing the game. Imagine an algorithm that can not only upscale an image but also intelligently filter out the noise, reconstructing high-resolution details from seemingly hopeless sources. It's like having a detective who can piece together a shattered vase, even with half the fragments missing. This is achieved using a data-driven prior, learning how real-world structures should look, even when the input data is a cacopho…  ( 7 min )
    AI-Generated Death Threats: Where Reality Meets Deception
    The Dark Side of AI: A.I. Is Making Death Threats Way More Realistic As artificial intelligence (AI) continues to advance, we're seeing a disturbing trend emerge: AI-generated death threats are becoming increasingly realistic. This raises important questions about the intersection of technology and human psychology. What's behind this trend? The growing sophistication of language generation algorithms is making it easier for individuals to create convincing and even chilling death threats. These algorithms can analyze large datasets, learn patterns, and generate text that mimics human speech with uncanny accuracy. Some key factors contributing to this trend include: Advances in natural language processing (NLP): NLP has improved dramatically over the past few years, enabling AI systems t…  ( 7 min )
    Learn SQL the Smart Way: My Complete Dev Setup in Docker & VS Code - Part 2
    Part-2: How I Actually Ran MySQL Inside a Docker Container Last time (Part 1) আমি বলেছিলাম কেন Docker দিয়ে MySQL চালাতে চাচ্ছি, সেই setup টা পুরো করে ফেললাম। If you’ve never tried running a database inside Docker before, trust me, it’s way easier than it sounds. Step 1: Create a Project Folder mkdir ~/sql/my-sql-name cd ~/sql/my-sql-name এই ফোল্ডারটাই হবে আপনার local workspace যেখানে Docker container এবং SQL ফাইল দুটোই থাকবে। Step 2: Make a docker-compose.yml File services: mysql: image: mysql:latest container_name: sql_practice restart: always environment: MYSQL_ROOT_PASSWORD: root123 MYSQL_DATABASE: study ports: - "3306:3306" Explanation: image: mysql:latest → pulls the latest official MySQL image যদি চান data যেন container delete করার পরেও থেকে যায়, তাহলে নিচের অংশটা যোগ করুন - ./mysql_data:/var/lib/mysql এতে আপনার database data লোকাল ফোল্ডারে (mysql_data) সেভ থাকবে। Step 3: Run the Container এখন Terminal এ লিখুন - docker compose up -d চেক করতে সব ঠিকঠাক চলছে কি না, রান করুন - docker ps আপনি এমন কিছু দেখতে পাবেন: CONTAINER ID IMAGE STATUS PORTS Boom! এখন আপনার MySQL Docker container এর ভিতর পুরোপুরি চলছে! Step 4: Connect MySQL with VS Code তারপর নিচের ফর্মটা পূরণ করো : Click Test Connection → Connection Success! Quick Recap A fully functional MySQL container running inside Docker Direct connection from VS Code A clean, isolated learning environment — no messy installations Next Part (Part 3): আমি পুরো setup process লিখে রেখেছি আমার GitHub repo তে। চাইলে এখান থেকে দেখে নিতে পারেন - https://github.com/arasruislam/Learn_Stack/blob/master/SQL/SQL_GUIDE.md ়  ( 7 min )
    Day 21: Turn-Based FizzBuzz Game – Player vs Machine in Python
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    FastHMR: Accelerating Human Mesh Recovery via Token and Layer Merging withDiffusion Decoding
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    Azure Data Factory — The Conveyor Belt of Data in the Cloud
    Hello, cloud enthusiasts! ☁️ If you’ve ever worked with data in any capacity — reports, dashboards, or ETL jobs — you’ve probably heard about Azure Data Factory (ADF). But what exactly does it do? Why do enterprises rely on it for their data movement and transformation? Let’s break it down not with definitions, but through a powerful real-world analogy that makes everything click instantly. The Real-World Analogy — A Chocolate Factory 🍫 Imagine you’re running a large chocolate factory. Every day, raw materials like cocoa, sugar, and milk arrive from different suppliers (these are your data sources). You need to move them into your factory, process them into chocolates, and package them for different stores (these are your data destinations). Now, you could do this manually — move ea…  ( 9 min )
    The Importance of Recovery: Why Rest Days Are Just as Crucial as Workouts
    In the fitness world, the saying “no pain, no gain” has been repeated for decades. But in reality, rest days are where the real gains happen. If you’re hitting the gym daily, pushing harder with every session, and still not seeing progress — or worse, feeling constantly sore and tired — it’s likely because you’re not giving your body the recovery time it needs. Recovery isn’t a sign of weakness or laziness. It’s an essential part of building strength, muscle, and overall fitness. Let’s dive into the science behind recovery, why it’s so important, and how to make the most of your rest days to reach your goals faster and safer. What Is Recovery in Fitness? Recovery is the process your body goes through to repair, rebuild, and strengthen itself after exercise. Every time you train — whether i…  ( 10 min )
    The Surprising Reason ETHWomen’s U.S. Playbook Is Reshaping Web3 (and Why Old Inclusion Models Are Failing)
    What if the secret to explosive Web3 inclusion isn’t funding, ads, or top-down control? ETHWomen’s U.S. launch in October 2025 flips everything you know about scaling diversity in crypto—and leaves traditional strategies in the dust. Community Activation Beats Paid Acquisition—Every Time Most Web3 organizations throw cash at user acquisition: think $10-15 per head for digital ads targeting women in blockchain. Not ETHWomen. They're cutting out the middleman—and the budget bloat—by turning every community member into a micro-influencer. Their local chapter model skips expensive campaigns and leverages network effects: each new participant actively recruits friends using social trust. The result? Growth that doesn’t just add, it multiplies. Decentralized Chapters: How Leverage Dwarfs Top-Dow…  ( 7 min )
    Cracking Code with Quantum: Can Machines Really Understand Us?
    Quantum Language Processing: A Frontier in AI Research Introduction Imagine compressing thousands of dimensions of meaning into a few qubits capable of processing all that information in parallel. That is the promise of Quantum Natural Language Processing (QNLP). But can we truly translate the richness of human language into the abstract logic of quantum mechanics, without any grounding in reality? This article explores the frontier where science fiction and fundamental research meet. Quantum Parallelism: The Key to QNLP Quantum parallelism is a unique property of qubits that allows them to process multiple meanings simultaneously. In other words, it enables qubits to explore all possible solutions to a problem at the same time. This property is essential for QNLP, as it can…  ( 7 min )
    Soporte multilenguaje en WinUI 3
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    🧱 I built a customizable Ratings & Reviews dashboard for React
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    Bryan Bros Golf: Can We Make Cut in Return to Pro Golf? (International Series)
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    Jeff Su: The Productivity System I Taught to 6,642 Googlers
    TL;DR Jeff Su spills the CORE workflow he taught to 6,642 Googlers over nine years: Capture everything immediately Organize with minimal friction Review during scheduled sessions Engage by time-blocking execution Tool-agnostic and automatic within two weeks, this 4-step system handles all workplace info without relying on memory or willpower. For a deeper dive, check out Jeff’s blog post, grab his Notion Command Center templates, or join the Workspace Academy for step-by-step guidance. Watch on YouTube  ( 6 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    Bill Simmons, Chris Ryan, and Van Lathan strap on their Haddonfield headlamps and revisit 1981’s Halloween II from a chilly cold open to the final credits. They duke it out on whether Michael Myers is the GOAT horror villain, pick their most rewatchable scenes, and even roll through a set of fun “categories” to rank the sequel’s creepiest moments. Sprinkled between the gory bits are cheeky promos for Paramount+’s A Mountain of Movies® and Netflix’s A House of Dynamite—because nothing’s scarier than running out of streaming options. If you crave movie-nerd banter with a side of snark, this episode will haunt you in the best way. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Predator – Caravan of Garbage kicks off a four-week deep dive into the first four films of the franchise, starting with the 1987 Schwarzenegger original. The hosts hail Predator as the ultimate 80s action-sci-fi blend, praising its direction, writing, cast chemistry, creature design, and all the mud, lasers, muscles and explosions that made it a classic. Stick around for extended audio editions, bonus podcasts, movie commentaries and video game let’s-plays at bigsandwich.co. Don’t forget to subscribe, follow James and Maso on Twitter, and support the show via Patreon or merch! Watch on YouTube  ( 6 min )
    Hacktoberfest participation: Event Server
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    🚀Master the Basics of Git in Minutes!
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    Web search API is so expensive so i built my own - serpex.dev.
    Hello People 👋 I’m Kartey, solo founder & founding engineer behind serpex.dev. 🧠 It all started while building my Research AI Agent About 80%+ of my queries needed live web data to stay accurate and relevant. Most existing APIs couldn’t deliver Reliable, fresh information, though some sources are costly and geared toward enterprise use. That’s when I started digging deeper into the problem. 🚧 The Problem Every available search API I tested came with major trade-offs: 💸 Too expensive for indie founders or small startups rate-limited by engines. It was frustrating, I just wanted something simple, affordable, and reliable. 💡 The Realization At some point, it clicked, instead of building another research tool dependent on someone else’s API, why not build the foundation itself? So I pivot…  ( 7 min )
    Learn forms – focus indicator
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    Learn forms – honeypot spam protection
    Check out this Pen I made!  ( 5 min )
    The $15 Revolution: How ETHWomen’s Automated Networks Are Breaking Web3’s Gender Barrier (And What Others Get Wrong)
    Only 15% of the $40B Web3 world is female. ETHWomen is betting that’s about to change—not with ad blitzes or influencer hype, but with a surprising weapon: automation. Forget what you’ve heard about slow grassroots growth. Their U.S. expansion is blowing up the traditional playbook on scaling inclusion. Automation, Not Volunteers: The New Playbook Most efforts to close the gender gap in crypto throw money at ads or depend on overworked volunteers. ETHWomen isn’t buying in. Instead, they’re using automated community networks that drop onboarding costs from $150 to just $15 per member. Rather than replicating volunteer teams, the system handles everything: onboarding, mentorship matching, event invites—all with minimal human lift. Manual outreach just hit its scaling ceiling. Why Paid Ads Ar…  ( 7 min )
    I Skipped the Frontend Team. Here’s the 3,800-Character Prompt That Built My Startup's UI.
    Every founder knows the chasm between a great idea and a shipped product. For my startup, 13Radar—a data-intensive platform for tracking institutional investments—that chasm was a complex, professional-grade frontend. The vision was a dashboard that felt like a Bloomberg terminal: dense, fast, and trustworthy. I chose a different path. Instead of becoming a full-time frontend developer or a project manager, I became an architect. My primary job was to define my product with absolute clarity, not in code, but in a detailed, 3,800-character specification that I fed to an AI design tool (readdy.ai). This workflow didn't just build a UI; it fundamentally changed the economics and timeline of launching 13Radar. It compressed what could have been a three-month development cycle into a matter of …  ( 9 min )
    The Rise of Agentic AI: Transforming Workflows in C# Development
    The Rise of Agentic AI: Transforming Workflows in C# Development Hey there! If you've been keeping an eye on AI developments lately, you've probably noticed something exciting happening—agentic AI is changing how we build applications, especially in the .NET ecosystem. I know it can feel overwhelming when new paradigms emerge (trust me, I've been there), so let's walk through this together and figure out what agentic AI means for us as C# developers. When I first heard about "agentic AI," I thought it was just another buzzword. But after diving in, I realized it represents a fundamental shift in how we build AI-powered applications. Instead of simple request-response patterns, we're talking about AI systems that can plan, use tools, make decisions, and complete complex multi-step tasks …  ( 11 min )
    Hacktoberfest Recap
    It was a busy October, and while I didn't reach the Hacktoberfest goal, I did reach my personal goals (and to be honest, the sooner I abandoned Hacktoberfest the better). The first week, I contributed to the Hiero SDK, which was a beginner friendly issue designed to help newcomers contribute for the first time. This contributing taught me how to follow a CONTRIBUTING.md, and how to set up a GPG key to sign my commits. The second week, I contributed to 100LinesOfPythonCode, where I wrote a short 100 line text game. This was one that I wish I could do over, as it wasn't something that furthered my goals or gained me any experience, but it allowed me to open up about my interests when I presented my work in class, and I gained useful insight from my professor about what I should be focusing o…  ( 7 min )
    Experiences in Hacktoberfest 2025
    From my first to my fourth issue, I used two programming languages: Python and Golang. Starting with the first issue, which was just a try, to the last one, which was a real challenge for me. I moved from a small Python issue to a well-structured Golang project. From working on an algorithm to developing a CLI tool with LLM integration and a Python project analyzer. I feel contributing to open-source projects is not as difficult as I once thought. There are so many projects across diverse topics that we might not even imagine, and many of them are creative and useful. Different projects require different languages and skills, offering many opportunities to contribute. During Hacktoberfest 2025, I experienced projects that helped me get involved in different fields. I learned Golang for backend development, WebSocket, and CLI tools, mostly working on the Python project analyzer. Therefore, I believe that if I keep this enthusiasm for open source, I can continue to learn more. Moreover, after this event, I am confident about continuing to contribute to open-source projects.  ( 6 min )
    The Radical Shift That Could Triple Web3 Inclusion: Inside ETHWomen’s Zero-Cost U.S. Expansion
    What if onboarding half a million women into the blockchain ecosystem didn’t cost a single extra dollar? That’s exactly the moonshot ETHWomen is aiming for with the launch of its U.S. Community Operating System—a move that challenges every paid-growth playbook in Web3. ETHWomen Isn’t Playing by Old Rules The usual story? Expanding women’s participation in Web3 means shelling out for endless ad campaigns, costly events, and armies of community managers. But ETHWomen’s U.S. launch blows up this playbook. By automating peer-to-peer education and on-chain credentialing, they’re slashing user acquisition costs to nearly zero—a feat almost unheard of in the blockchain world. Community Operating Systems: Beyond Buzzwords Most "community platforms" still rely on paid moderators or centralized staf…  ( 7 min )
    Progress on Plexus! GPU-Accelerated Procedural Generation for Unity 6
    Progress on Plexus! A GPU-accelerated procedural generation tool for Unity 6. Here's how to use patterns, forces, and deformers. This tool is under development and should be available in the Asset Store in the upcoming weeks/months. Thanks! unity3d #gamedev #proceduralgeneration #gpu #unity #indiedev #showdev  ( 6 min )
    How ETHWomen’s Zero-Cost Growth Model is Quietly Disrupting Web3 Inclusion (And Why Silicon Valley is Watching)
    What if Web3 growth didn’t have to burn mountains of VC cash? In 2025, as crypto VCs double down on expensive user acquisition and splashy marketing, ETHWomen just entered the U.S. market with a radical, cost-slaying strategy. Targeting a massive 15 million women primed for Web3—and doing it with almost zero traditional ad spend—ETHWomen is flipping every rule of growth in decentralized tech. If you think inclusion programs are just feel-good side projects, their system might force you to rethink everything. Community-Led Growth: The Secret Weapon Forget dumping $8-15 per user into ads. ETHWomen created a community-driven referral engine that puts growth on autopilot. Instead of top-down recruiting, existing members become local champions—educating, onboarding, and mobilizing their own net…  ( 7 min )
    Prompt engineering is evolving fast, and GitHub is where that evolution lives. If you’re serious about mastering how AI systems think, these 5 repositories will save you months of trial and error.
    The 5 GitHub Repositories Every Prompt Engineer Should Bookmark Jaideep Parashar ・ Nov 1 #webdev #github #learning #discuss  ( 6 min )
    The 5 GitHub Repositories Every Prompt Engineer Should Bookmark
    Prompt engineering is evolving fast, and GitHub is where that evolution lives. 1️⃣ OpenAI Cookbook: The Official Playground github.com/openai/openai-cookbook The go-to library for developers experimenting with GPT APIs, embeddings, and fine-tuning. Use It For: Building your own API workflows Understanding token limits & prompt optimisation Experimenting with fine-tuning templates 2️⃣ Awesome ChatGPT Prompts: The Community Goldmine github.com/f/awesome-chatgpt-prompts This repo is a global collection of the best prompts ever shared. Use It For: Reverse-engineering effective prompts Building your personal prompt library Discovering roles and contexts that get results 3️⃣ LangChain: The Bridge Between Prompts and Apps github.com/langchain-ai/langchain LangChain is what turns prompts into workflows. Use It For: Creating chatbots, research agents, or AI assistants Experimenting with chains and tools Understanding how context memory works 4️⃣ Prompt-Engineering-Guide by DAIR.AI github.com/dair-ai/Prompt-Engineering-Guide An academic-quality guide covering prompt types, design patterns, and evaluations. Use It For: Learning systematic prompt design Accessing real papers and benchmarks Staying aligned with industry best practices 5️⃣ Jaideep Parashar / AI Prompt Library: Applied AI in Action github.com/jaideepparashar/AI-Prompt-Library My own open-source collection of prompt frameworks used in ReThynk AI books and AI Lab projects. Use It For: Real-world AI automation examples Developer-ready prompt templates Studying how to document and version prompts like code Final Thought Don’t just collect prompts, study how they evolve into systems. GitHub isn’t just a repository of code anymore; it’s a repository of intelligence. Resources ChatGPT Prompts for Coding: 630 Actionable Prompts for Debugging, Testing, Integration, and Deployment Next Article: “Building a Prompt Engineering Toolkit for Developers”: how to create your own custom toolkit for experiments, testing, and automation.  ( 8 min )
    Before CI/CD, You Need a Place to Build: Why Provisioning Comes First in DevOps
    We often hear that DevOps starts with Continuous Integration (CI) and Continuous Deployment (CD). But pause for a second — That simple question changed how I understood DevOps forever. 🏠 The Home Analogy Think of your DevOps system like building a home for your software. Provisioning is building the house — setting up walls, doors, and electricity. Configuration Management is furnishing the house — arranging furniture, lights, and Wi-Fi. CI/CD is the people working and moving inside the house — building, testing, and deploying software. Now imagine trying to work before your house exists — no power, no furniture, no desk. ⚙️ What Really Comes First Many tutorials make it look like CI/CD is the starting point. Here’s the true DevOps flow 👇 1️⃣ Provisioning Create infrastructure (VMs, EC2,…  ( 7 min )
    Dictionary in Python (5)
    Buy Me a Coffee☕ *Memo: My post explains a dictionary (1). My post explains a dictionary (2). My post explains a dictionary (3). My post explains a dictionary (4). My post explains a dictionary (6). My post explains a dictionary (7). My post explains a dictionary (8). My post explains a dictionary (9). A dictionary and other dictionary can be checked if only all the keys or both all the keys and values in: the dictionary are in other dictionary with =. other dictionary and other elements are in the dictionary with >. *Memo: Only all the values cannot be checked. dict.keys() and dict.items() work for all = and >. dict and dict.values() get error for all = and >.…  ( 9 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Join James and Maso on the Weekly Planet’s “Caravan of Garbage” as they kick off a four-week deep dive into the Predator franchise, starting with the 1987 Schwarzenegger classic. They hail Predator as the ultimate ’80s mash-up of muscles, mud, lasers and creature design—action, sci-fi and explosions all rolled into one invisible terror fest. If you want more carnage, there’s early access videos, bonus podcasts, movie commentaries and even video game let’s-plays over at bigsandwich.co. You can also catch the extended audio edition on YouTube, follow @mrsundaymovies and @wikipediabrown on Twitter, back the show on Patreon or sport some TWP merch. Watch on YouTube  ( 6 min )
    Unlocking AI Speed: The Hidden Symmetries in Reinforcement Learning
    Unlocking AI Speed: The Hidden Symmetries in Reinforcement Learning Imagine training an AI to play a complex strategy game. Days turn into weeks, weeks into months, and still, the AI struggles to learn effectively. The culprit? Redundant exploration of similar scenarios that waste precious computation time. We need a smarter way to guide the AI's learning process. The key lies in identifying and exploiting hidden symmetries within the search space. The core idea is to group states that are essentially equivalent – from the AI's perspective – and share learning experiences across them. This allows the AI to generalize knowledge more effectively, leading to significantly faster learning curves. Think of it like teaching someone to ride a bike. Instead of treating every wobbly moment as a c…  ( 7 min )
    Daily Artificial Intelligence Digest - Nov 01, 2025
    AI Market Dynamics & Corporate Strategy The AI sector demonstrates a buoyant yet volatile investment climate, with a perceived "bubbly" market characterized by significant seed rounds and data center builds. Major players like Apple are open to M&A on the AI front to enhance their capabilities. Simultaneously, concerns arise over large-scale financial commitments, as Meta and Xai initiate a trend for billions in off-balance-sheet debt, and OpenAI faces a substantial 12 billion loss last quarter, reflecting the high costs of pioneering AI development. Demand for cloud infrastructure remains high, with AWS exceeding expectations, partly driven by the escalating needs of AI workloads. NVIDIA is strategically expanding its AI ties with major industry players like Hyundai, Samsung, SK, and Naver, underscoring the collaborative nature of AI development. These partnerships extend to manufacturing, where Samsung and NVIDIA are collaborating to build an AI megafactory aimed at transforming semiconductor production for AI acceleration. Innovation in AI applications continues to broaden, exemplified by the widespread adoption and continuous evolution of ChatGPT as a prominent AI chatbot. Startups are also securing significant funding, such as Adam, a YC alum, raising $4.1M to develop an AI copilot for text-to-3D creation. Further advancements are being explored in foundational research, with ongoing work documented in recent AI research papers. The rapid growth of AI, deemed the fastest tech in history, prompts warnings from Microsoft about the risk of billions being excluded from its benefits. Ethical concerns surrounding data use are also emerging, with Japanese publishers demanding an end to unauthorized training of OpenAI's Sora2 with copyrighted content. Furthermore, the practical deployment of AI in autonomous systems faces challenges, as early data points to Tesla robotaxis already crashing in Austin, highlighting gaps in current autonomous driving capabilities.  ( 6 min )
    "Unlocking the Musical Secrets of Ancient Civilizations: The
    "Unlocking the Musical Secrets of Ancient Civilizations: The Power of Generative AI Imagine being transported to the ancient city of Ur, surrounded by the mysterious sounds of a long-lost culture. Generative AI, a cutting-edge technology that can create new, original content, is opening doors to uncovering the musical heritage of ancient civilizations. By analyzing fragments of texts, inscriptions, and artifacts, AI algorithms can recreate the musical compositions of bygone eras. One fascinating example is the ancient Sumerian epic poem, the 'Epic of Gilgamesh.' This 4,000-year-old masterpiece is considered one of the earliest surviving works of literature. By applying generative AI techniques to the poem's lyrics and historical context, researchers can reconstruct the musical composition that likely accompanied its recitation. The result is a hauntingly beautiful soundscape that transports listeners to the ancient streets of Mesopotamia. Generative AI's potential in this field i... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    第 18 课:Web UI 与 API 使用
    第 18 课:Web UI 与 API 使用 ⏱ 课时:1.5 小时 🎯 学习目标:掌握图形界面和 API 操作 📚 难度:⭐⭐ 实时信号 通过 Web UI 和 API,你可以用图形界面管理交易机器人,不再依赖命令行。本课将教你如何启用 API Server,使用 FreqUI 进行可视化管理,以及通过 REST API 进行远程控制。 定义:Freqtrade 内置的 REST API 服务器,提供: Web UI 数据接口 远程控制功能 实时数据查询 交易操作接口 在配置文件中添加 API Server 配置: { "api_server": { "enabled": true, "listen_ip_address": "127.0.0.1", "listen_port": 8080, "verbosity": "error", "enable_openapi": false, "jwt_secret_key": "your-secret-key-change-this", "ws_token": "your-websocket-token-change-this", "CORS_origins": [], "username": "freqtrader", "password": "SuperSecretPassword123" } } 配置说明: 参数 说明 推荐值 enabled 是否启用 API true listen_ip_address 监听地址 "127.0.0.1"(本地)或 "0.0.0.0"(远程访问) listen_port 端口号 8080 jwt_secret_key JWT 密钥 随机生成的长字符串 ws_tok…  ( 10 min )
    Lesson 18: Web UI and API Usage
    Lesson 18: Web UI and API Usage ⏱ Duration: 1.5 hours 🎯 Learning Objectives: Master graphical interface and API operations 📚 Difficulty: ⭐⭐ Real-time Signals Through Web UI and API, you can manage trading bots with graphical interfaces, no longer relying on command line. This lesson will teach you how to enable API Server, use FreqUI for visualized management, and control remotely through REST API. Definition: Freqtrade's built-in REST API server that provides: Web UI data interface Remote control functionality Real-time data queries Trading operation interface Add API Server configuration to configuration file: { "api_server": { "enabled": true, "listen_ip_address": "127.0.0.1", "listen_port": 8080, "verbosity": "error", "enable_openapi": false, "jwt_secret_k…  ( 12 min )
    Lesson 17: Telegram Setup
    Lesson 17: Telegram Setup ⏱ Duration: 1.5 hours 🎯 Learning Objectives: Configure Telegram bot integration for real-time trading notifications and monitoring Telegram integration provides essential real-time monitoring and control of your Freqtrade bot. This lesson guides you through setting up Telegram notifications and basic bot commands. Benefits of Telegram Integration: ✅ Real-time trade notifications ✅ Remote monitoring of bot status ✅ Emergency stop functionality ✅ Performance updates and alerts ✅ Manual trade control options Open Telegram and search for @botfather Send /start to see available commands Create new bot with /newbot Follow the prompts to name your bot Save the bot token (keep it secret!) Example conversation: You: /newbot BotFather: Alright, a new bot. How are we goin…  ( 8 min )
    第 17 课:Telegram 通知配置
    第 17 课:Telegram 通知配置 ⏱ 课时:1.5 小时 🎯 学习目标:实现交易信号推送 📚 难度:⭐⭐ 实时信号 通过 Telegram Bot,你可以随时随地接收交易通知,甚至远程控制交易机器人。本课将教你创建和配置 Telegram Bot。 在 Telegram 搜索 @BotFather 发送 /newbot 输入 Bot 名称(如 My Freqtrade Bot) 输入 Bot 用户名(必须以 bot 结尾,如 myfreqtrade_bot) 获得 API Token(形如:1234567890:ABCdefGHIjklMNOpqrsTUVwxyz) ⚠️ 保密 Token:不要分享给任何人! # 方法 1:使用 Python 脚本 python3 << 'PYTHON' import requests token = "YOUR_BOT_TOKEN" url = f"https://api.telegram.org/bot{token}/getUpdates" # 先在 Telegram 给你的 Bot 发送一条消息(如 /start) response = requests.get(url) print(response.json()) # 在输出中找到 "chat":{"id": 123456789} PYTHON # 方法 2:访问网址 # https://api.telegram.org/botYOUR_BOT_TOKEN/getUpdates # 先给 Bot 发消息,再访问这个网址,查找 chat id { "telegram": { "enabled": true, "token": "1234567890:ABCdefGHIjklMNOpqrsTUVwxyz", "chat_id":…  ( 7 min )
    第 16 课:Freqtrade实时信号监控
    第 16 课:实时信号监控 ⏱ 课时:2 小时 🎯 学习目标:学会获取实时交易信号 📚 难度:⭐⭐ 实时信号 回测只是第一步,真正的考验是实时交易。本课将教你如何启动 Freqtrade 的模拟交易模式(Dry-run),实时监控交易信号,为实盘交易做准备。 定义:模拟交易模式,使用真实的市场数据,但不进行真实交易。 与回测的区别: 特征 回测(Backtesting) 模拟交易(Dry-run) 数据 历史数据 实时数据 执行 快速(几分钟) 实时(持续运行) 目的 验证策略历史表现 验证策略实时表现 滑点 无法模拟 部分模拟 订单执行 假设立即成交 模拟真实延迟 风险 零风险 零风险 原因 1:验证策略实时表现 回测表现:+25%(历史数据) Dry-run 表现:+18%(实时数据)✅ 基本一致,可以实盘 或者: 回测表现:+25% Dry-run 表现:-5%(实时数据)❌ 差距太大,策略有问题 原因 2:熟悉实盘环境 理解信号生成的时机 熟悉订单执行流程 测试通知和监控系统 原因 3:发现潜在问题 策略代码错误 配置文件问题 网络连接问题 数据延迟问题 ⚠️ 无法完全模拟: 滑点(Slippage) 市场深度影响 极端行情下的流动性问题 交易所系统故障 💡 建议:Dry-run 1-2周后再考虑实盘 确保 config.json 配置正确: { "max_open_trades": 3, "stake_currency": "USDT", "stake_amount": 100, "dry_run": true, // ⚠️ 确保为 true "dry_run_wallet": 1000, // 模拟钱包金额 "exchange": { "name": "binance",…  ( 10 min )
    MCP Security
    MCP Security: Navigating the Exploit Playbook for Agent Om Shree ・ Nov 1 #ai #mcp #architecture #security  ( 5 min )
    The concept of "creative melancholy" in AI agents is a thoug
    The concept of "creative melancholy" in AI agents is a thought-provoking idea that merges the innovative problem-solving capacity of AI with the introspective self-doubt often associated with human creativity. By incorporating this unique combination of traits, AI agents could develop a more nuanced decision-making process and enhanced adaptability. Imagine an AI designed to exhibit creative melancholy: it generates innovative solutions to complex problems, but also grapples with internal doubts and uncertainties. This duality would allow the AI to: Balance risk and caution: By acknowledging potential pitfalls, the AI would be more cautious in its decision-making, weighing the benefits and drawbacks of each option. Encourage self-reflection: Introspective self-doubt would prompt the AI to re-evaluate its assumptions, leading to more informed decisions and a deeper understanding of the problem domain. Foster creative problem-solving: The tension between innovat... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    Configuring Simple Settings In An Azure Storage Account
    Configure simple settings in the storage account. a: The data in this storage account doesn’t require high availability or durability. A lowest cost storage solution is desired. . In your storage account, in the Data management section, select the Redundancy blade. . Select Locally-redundant storage (LRS) in the Redundancy drop-down. . Be sure to Save your changes. . Refresh the page and notice the content only exists in the primary location. b: The storage account should only accept requests from secure connections. . In the Settings section, select the Configuration blade. . Ensure Secure transfer required is Enabled. c: Developers would like the storage account to use at least TLS version 1.2. . In the Settings section, select the Configuration blade. . Ensure the Minimal TLS version is set to Version 1.2. d: Until the storage is needed again, disable requests to the storage account . In the Settings section, select the Configuration blade. . Ensure Allow storage account key access is Disabled. . Be sure to Save your changes. e: Ensure the storage account allows public access from all networks. . In the Security + networking section, select the Networking blade. . Ensure Public network access is set to Enabled from all networks. . Be sure to Save your changes. Thanks everyone.. Till the next post..  ( 6 min )
    📰 Major Tech News: Oct 31, 2025 : Big Tech's AI Spending Surge, Nvidia's Chip Partnerships, and OpenAI's Security Innovation
    In a week dominated by earnings reports, October 31 marked a pivotal moment for the tech sector as giants like Amazon, Microsoft, and Meta laid bare their aggressive bets on artificial intelligence. Shares swung wildly, Amazon hit a record high on strong cloud results, while others dipped on hefty spending forecasts, underscoring the high-stakes race to build AI infrastructure. Meanwhile, chipmakers inked deals to fuel the boom, and innovators unveiled tools to address AI's growing pains, from security flaws to regulatory hurdles. It was a day that crystallized the industry's forward momentum, tempered by the realities of ballooning costs and geopolitical tensions. Amazon's third-quarter results provided a bright spot in an otherwise jittery market, with the e-commerce behemoth's stock sur…  ( 10 min )
  • Open

    Is November the New October? Analyst Says It’s Bitcoin’s Strongest Month — Here’s the Data
    Lark Davis called November bitcoin’s strongest month with a 42.5% average gain; the median is far lower and a single outlier year does much of the lifting.  ( 31 min )
    Circle CEO Jeremy Allaire Calls Arc ‘an Economic OS for the internet’
    In a recent CNBC interview, Jeremy Allaire outlined dollar-priced fees, fast finality, and privacy for Arc, while pointing to rising USDC use in emerging markets.  ( 31 min )
    Bitcoin: The Dawn of a New Monetary Era
    Seventeen years after Satoshi Nakamoto introduced Bitcoin to the world, it has grown from a cryptographic experiment into a global movement, argues Tony Yazbeck, co-founder of The Bitcoin Way.  ( 33 min )
    Bitcoin’s ‘Red October’: What Happened to the Widely Anticipated Uptober Crypto Rally?
    A mid-October sell-off knocked majors off early highs and left bitcoin down for the month while BNB and a few altcoins finished higher.  ( 32 min )
    Latin American Crypto Exchange Ripio Launches Argentine Peso Stablecoin 'wARS'
    The launch follows Ripio's previous release of a tokenized sovereign bond and is part of a broader push to bring real-world assets onto blockchain rails.  ( 29 min )
    State of Crypto: The Government Shutdown Nears a Record
    The ongoing U.S. government shutdown may become the longest in history, with reverberating effects on crypto legislation.  ( 31 min )
    ARK Invest’s Crypto Exposure Tops $2.15B as Bullish Holdings Rise Across 3 Funds
    ARK Invest increased its stake in Bullish by 105,000 shares, worth $5.3 million, to 2.27 million shares valued at $114 million. Its crypto exposure now tops $2.15 billion.  ( 30 min )
    Satoshi's Bitcoin Whitepaper Turns 17: From Cypherpunk Rebellion to Wall Street Staple
    Once envisioned as peer-to-peer cash, Bitcoin’s journey reflects both mainstream triumph and existential tension.  ( 33 min )
    MiCA Won’t Save Us from a Stablecoin Crisis. It Might be Building One
    MiCA deserves credit for imposing order on chaos, but its structure rests on a dangerous assumption: that proof-of-reserves equals proof-of-stability, argues Dr. Daniel D’Alvia. It does not.  ( 33 min )
    Tesla CEO Elon Musk Says X Chat's New P2P Encryption System Is Similar to Bitcoin's
    The in-app Chat is in beta for Premium users with file sharing and media support, while a standalone X Chat app is slated to follow in the coming months.  ( 31 min )
    ‘Bitcoin Never Shuts Down’: U.S. Treasury Secretary Marks Anniversary, Needles Democrats
    Scott Bessent marked the white paper’s anniversary by lauding bitcoin’s resilience and contrasting it with Washington gridlock, rekindling debate over Treasury’s crypto stance.  ( 32 min )
  • Open

    Want The GWM Tank 500 HEV In All Black? It’ll Cost An Extra RM8,000
    GWM Malaysia has expanded its Tank 500 line-up with the unveiling of the Tank 500 HEV Black Edition variant. This seven-seater was launched in the local market earlier this year at the Malaysia Auto Show (MAS 2025). As for this variant, it features updated exterior elements with a bold, darkened theme. The headlights, fog lights, […] The post Want The GWM Tank 500 HEV In All Black? It’ll Cost An Extra RM8,000 appeared first on Lowyat.NET.  ( 35 min )
    Razer Teams Up With Valve For Counter-Strike 2 Collection
    Within October alone, Razer has announced two special colour collections for its peripherals. But that’s not stopping another one from being added to the list. This time, the gaming peripheral brand has gotten help from Valve. The result is the Counter-Strike 2 collection, or more specifically, the Dragon Lore skin from the game. For the […] The post Razer Teams Up With Valve For Counter-Strike 2 Collection appeared first on Lowyat.NET.  ( 34 min )
    US Senator Seeks Trump Administration’s Help To Curb AI Chip Smuggling Through Malaysia
    A US senator has called on President Donald Trump’s administration to assist Malaysia in curbing the illegal smuggling of US-made artificial intelligence (AI) chips into China, Reuters reported. The request follows US intelligence assessments that identify Malaysia as one of several countries allegedly used as transit points in organised efforts to bypass export restrictions on […] The post US Senator Seeks Trump Administration’s Help To Curb AI Chip Smuggling Through Malaysia appeared first on Lowyat.NET.  ( 34 min )
    WhatsApp Starts Testing Companion App For Apple Watch
    While a dedicated app for WhatsApp has been available for smartwatches running Wear OS for quite some time now, no such thing exists for the Apple Watch just yet. However, it seems that the messaging platform is currently working to bridge the gap. According to WABetaInfo, Meta has introduced an app for the Apple Watch […] The post WhatsApp Starts Testing Companion App For Apple Watch appeared first on Lowyat.NET.  ( 33 min )
  • Open

    Large reasoning models almost certainly can think
    Recently, there has been a lot of hullabaloo about the idea that large reasoning models (LRM) are unable to think. This is mostly due to a research article published by Apple, "The Illusion of Thinking" Apple argues that LRMs must not be able to think; instead, they just perform pattern-matching. The evidence they provided is that LRMs with chain-of-thought (CoT) reasoning are unable to carry on the calculation using a predefined algorithm as the problem grows. This is a fundamentally flawed argument. If you ask a human who already knows the algorithm for solving the Tower-of-Hanoi problem to solve a Tower-of-Hanoi problem with twenty discs, for instance, he or she would almost certainly fail to do so. By that logic, we must conclude that humans cannot think either. However, this argument …

  • Open

    Show HN: Strange Attractors
    Comments  ( 11 min )
    The Geometry of Schemes [pdf]
    Comments  ( 115 min )
    Photographing the rare brown hyena stalking a diamond mining ghost town
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  • Open

    The hottest new programming language is English
    A post by Maria M.  ( 5 min )
    When the Market Takes Weekends Off - Devlog Stocksimpy
    I recently took a long break from working on StockSimPy — school got busy and pulled me away — but I’m back. The project is getting closer to the finish line, yet somehow the closer I get, the further it feels. The core components — backtesting, portfolio management, and stock data handling — are semi-functional, but parts like importing data from yfinance and cleaning it still need fixes, along with a few unexpected bugs. When I first planned StockSimPy, I didn’t think about including a dedicated performance class. I figured total return and a price graph would be enough. That changed after someone commented on one of my previous devlogs, asking if I planned to add metrics like the Sortino ratio. That question stuck with me. I thought: If I were someone testing a trading strategy, would I…  ( 8 min )
    Old course getting some changes https://www.forbes.com/sites/mikefore/2025/10/31/old-course-at-st-andrews-slated-for-enhancements-prior-to-2027-open/
    Old Course At St. Andrews Slated For ‘Enhancements’ Prior To 2027 Open St. Andrews Announces Changes and Enhancements Upcoming to the Old Course Prior to the 2027 Open Championship. forbes.com  ( 6 min )
    8-Bit Music Theory: Analyzing why people like funk || Marvel vs Capcom 2
    Analyzing Why People Like Funk dives into the grooves and feel that make funk and jazz so irresistible, using the Marvel vs Capcom 2 soundtrack as a playful springboard rather than a straight-up OST deep dive. It pits funk/jazz against rock, then unpacks syncopated rhythms, punchy bass lines and the art of solos to show how each element locks you into that funky zone. Timestamps guide you through each section—rhythmic breakdown at 2:01, bass magic at 9:07 and solos at 13:02—before wrapping up with an outro at 18:41. And if you’re hungry for more, you can join the creator’s Patreon, snag merch, jump into the Discord or follow on Twitter. Watch on YouTube  ( 6 min )
    Peter Finch Golf: I challenged a HEAD PRO at HIS OWN course... (Ep. 2 – Carlisle GC)
    TL;DR I threw down a £1,000 match against the head pro at Carlisle Golf Club in Ep. 2 of the series, with Titleist not only fueling the battle but also pledging support for the club’s junior section afterward. Massive thanks to Nicky and everyone at Carlisle for hosting the event. Want my kit details or some sweet discounts? Head to the Linktree below, and don’t forget to peek at Titleist.co.uk and CarlisleGolfClub.org for all the deets. Watch on YouTube  ( 6 min )
    Jeff Su: The Productivity System I Taught to 6,642 Googlers
    In this post, Jeff Su breaks down the CORE workflow he taught to over 6,600 Googlers in nine years: Capture everything immediately, Organize with minimal friction, Review during scheduled sessions, and Engage by blocking time to execute. It works with any tool you already use and becomes automatic within two weeks—no more relying on willpower or memory alone! He also drops handy timestamps (00:28 for the basics, 01:05 for CORE in action, 04:10 for a deep dive) and loads of resources: newsletter, templates, the Workspace Academy course, and his favorite gear. Perfect if you want a plug-and-play productivity boost. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    CinemaSins just rolled out “Everything Wrong With Frankenweenie In 14 Minutes Or Less,” giving Tim Burton’s lovable reanimated pooch a snark-filled teardown as the film returns to theaters. Expect their signature “sins” commentary on every plot quirk and animation gag. They’ve also sprinkled in all their must-know links—website, poll, Patreon—and shout-outs to writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel. Plus, you can hang with the community on Discord, Reddit, Instagram, TikTok, and more. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is CinemaSins’ cheeky Halloween special where they gleefully pick apart “one of the greatest genre movies of all time,” ticking off sins and gags in rapid-fire fashion. Expect their trademark mix of snark, pop-culture digs and playful nitpicks as they race through every quirk in under a quarter-hour. Along the way they drop links to their main site, Discord, Reddit and social channels (@TVSins, @CommercialSins, @CinemaSins, TikTok and more), invite you to fill out a sinful poll, and tee up their Patreon. Shout-outs go to writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel—your friendly neighborhood sin-experts. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    TL;DR Predator 2 (1990) ditches the jungle for a crime-ridden, heat-wave-stricken Los Angeles and swaps Arnold Schwarzenegger for Danny Glover as its lead. You get a nastier new Predator, a bit of Gary Busey flair, and a fresh urban-thriller vibe—perfect if you’re up for something that feels familiar but not carbon-copy. Check out the Caravan of Garbage review for more laughs, deep dives, and bonus content on bigsandwich.co! Watch on YouTube  ( 6 min )
    Day 1262 : Mind Playing Tricks On Me
    liner notes: Professional : Really productive day to end the week. Figured out why my code wasn't doing the thing I wanted it to. It had to do with the variable name I was passing into an SDK. Funny enough, the docs had an error and the SDK itself was using a different name for the variable. I reached out to the SDK maintainer to let them know and they are going to fix it. I was able to finish the project that is basically an interactive tutorial that people can take by spinning up a GitHub Codespace. Sent that over to the people that will then incorporate that into their work. Want to make sure I'm not the blocker. haha. Earlier this week, I ran into an issue trying to add a page to the documentation. I got that issue worked out and added the information and scheduled a message to some fo…  ( 7 min )
    Brutal Truths from 7 Years of Hacktoberfest – How to Make It Worth Your Time
    How to Make It Worth Your Time This is a submission for the 2025 Hacktoberfest Writing Challenge: Open Source Reflections. I've been doing Hacktoberfest for 7 years straight. Made every mistake possible. Learned what actually works. brutal truths nobody tells you about Hacktoberfest, and how to make it genuinely worth your time. DON'T: Submit docs typo fixes or add your name to README files. “This screams I just want the t-shirt. Maintainers can spot this from a mile away. These PRs get labeled as spam faster than you can say open source.” DO: Pick projects you'll actually use. I contributed to a testing library in 2019 because I needed a feature. That PR led to: Using the library in my job Meeting the maintainer at a conference Getting my first OSS maintainer role Real value > Free swag…  ( 7 min )
    On Epistemic Uncertainty of Visual Tokens for Object Hallucinations in LargeVision-Language Models
    How AI Stops Seeing Things That Aren’t There Ever wondered why a smart camera sometimes describes a “red car” that isn’t in the picture? Scientists discovered that the AI’s “visual tokens” – tiny data pieces it extracts from an image – can become unsure, leading the system to imagine objects that don’t exist. Imagine a future where your phone never mislabels a sunset as a beach party – that’s the power of taming uncertainty. It’s a small change with a big impact on how we trust machines to see the world. Read article comprehensive review in Paperium.net: On Epistemic Uncertainty of Visual Tokens for Object Hallucinations in LargeVision-Language Models 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 14 min )
    Are coders still getting hired now that AI can write code?
    A post by cavitnation  ( 5 min )
    A Beginner's Guide to Stablecoins and Why They Matter
    *Beyond the Rollercoaster: A Beginner's Guide to Stablecoins and Why They Matter If you’ve ever dipped a toe into the world of cryptocurrencies, you’ve felt the whiplash. One day, your digital investment is soaring; the next, it’s plummeting. This volatility is what makes headlines, but it’s also what makes everyday actions like buying a coffee or paying a bill with Bitcoin wildly impractical. For crypto to evolve from a speculative asset into a usable form of money, it needs stability. What Exactly is a Stablecoin? Fiat-Collateralized Stablecoins: This is the most common and straightforward method. For every stablecoin in circulation, a corresponding unit of real currency (like a US Dollar) is held in a regulated bank reserve. Crypto-Collateralized Stablecoins: To stay true to the dece…  ( 10 min )
    1% 0 — Sobre la improbabilidad estadística de conservar la conciencia en un sistema que la penaliza
    En teoría de probabilidad, 1% es casi nada. La industria del software —si es que aún merece ese nombre— se ha convertido en un aparato diseñado para recompensar el cumplimiento, no la conciencia; para premiar la sumisión procesada como “fit cultural” y castigar la autonomía bajo la etiqueta de “no alineado”. No es un sistema incompetente. Es un sistema muy competente en reproducirse a sí mismo, aunque lo que reproduce sea disfuncionalidad maquillada de metodología, agilidad coreografiada como ceremonia, y liderazgo teatral que simula empatía con OKRs. Quien conserva un 1% de integridad dentro de ese sistema es, estadísticamente, una anomalía. ⸻ Integridad residual como variable independiente He visto cómo entrevistas técnicas se convierten en ejercicios de gaslighting pasivo-agresivo: O e…  ( 9 min )
    Daily DSA and System Design Journal - 15
    🧩 Day 15 — Sum of Good Subsequences & CDN Fundamentals 🧠 DSA Problems [1 hr] Problem: 3351. Sum of Good Subsequences We define two key state trackers: count[a] — number of good subsequences ending with a. res[a] — total sum of all subsequences ending with a. For each number a in the array: We can start a new subsequence with a. Or extend subsequences ending with a - 1 and a + 1. Hence, count[a] = count[a-1] + count[a+1] + 1 Each of these subsequences contributes additional sums based on their totals and the value a: res[a] = res[a-1] + res[a+1] + a * (count[a-1] + count[a+1] + 1) We take modulo 10^9 + 7 to keep values bounded. sum(res.values()). class Solution: def sumOfGoodSubsequences(self, A: List[int]) -> int: count = Counter() res = Counter() …  ( 8 min )
    I Took an 18-Month Break from Dev.to to Master AI — Now I’m Back with Real Projects
    Two years ago, I joined Dev.to with the same excitement every new dev feels — but quickly I realized that I had no direction, no project, and no clear voice. I was just posting random content, sometimes copied, sometimes AI-generated, that lacked my own authentic voice. My knowledge was only surface-level, and I had no real project to anchor my identity. That realisation hit me hard. I stepped away from all public platforms—including Dev.to—and made a silent promise: “I won’t post again until I have something real to share — something built with my own hands.” I wanted to become a *developer * who doesn’t just consume tutorials but creates meaningful tools, resources, and solutions. To do that, I needed to build something from scratch. That decision marked the start of an 18-month journey …  ( 8 min )
    Security news weekly round-up - 31st October 2025
    In cybersecurity, when you hear the word vulnerability, you know it's not a good thing. Meanwhile, it can be scary if you learn that attackers are exploiting the vulnerability. In other news, it turns out that researchers can break confidential computing in some popular CPUs. TEE.Fail attack breaks confidential computing on Intel, AMD, NVIDIA CPUs As a reminder, TEE means Trusted Execution Environment. It's a secure area of a system. Now, what happened? The excerpt below has more details. Researchers from Georgia Tech and Purdue University note that modern implementations of Intel SGX, Intel TDX, and AMD SEV-SNP are no longer as secure as advertised, due to architectural trade-offs in recent generations. Their experiments confirmed that it is possible to exploit these weaknesses for key …  ( 17 min )
    Registrars, Name Servers, and DNS Records: How They All Work Together to Serve Your Page
    When you type a website name like google.com in your browser, a lot of things happen quietly before that familiar page appears. Behind the scenes, there’s a small chain of events that makes sure your request finds the right computer somewhere on the internet. The registrar is where you buy and manage your domain name. Think of it as the official shop where domains are registered and maintained. Popular registrars include Google Domains, Namecheap, GoDaddy, and Cloudflare. When you buy example.com, you’re not buying it forever. You’re essentially renting it from the global domain system, managed by ICANN (the Internet Corporation for Assigned Names and Numbers). The registrar acts as the interface between you and ICANN. At this point, your domain exists but it doesn’t yet know where your we…  ( 8 min )
    From YAML to Glory: Mastering Infrastructure as Code 🎯
    Don't hesitate to check all the article on my blog — Taverne Tech! Imagine being able to clone your entire infrastructure like you fork a GitHub repo, or restore a full environment with a simple git checkout. Sounds like sci-fi? Welcome to the amazing world of Infrastructure as Code (IaC)! 🎉 If you’ve ever spent a weekend manually reconfiguring a server that “worked perfectly yesterday,” or wondered why production doesn’t look anything like development anymore, this post is for you. IaC is like having a time machine for your infrastructure — except you can go to the future too! 🕰️ is Infrastructure as Code? Think of Infrastructure as Code like a perfectly written cooking recipe. Instead of improvising your infrastructure like a fancy chef who “eyeballs the salt,” you write exactly what…  ( 9 min )
    **Caution: Synthetic Data Oversight - Overfitting to Noise**
    Caution: Synthetic Data Oversight - Overfitting to Noise When generating synthetic data, a common pitfall is overfitting to noise present in the training data. This can lead to the creation of biased and unrealistic synthetic data, which can severely impact the accuracy and reliability of your machine learning models. Noise in training data can stem from various sources, including measurement errors, instrumentation limitations, or even data processing mistakes. If your synthetic data generator relies heavily on this noisy data, it will inevitably learn to replicate these errors. To address this issue, consider implementing noise reduction techniques in your synthetic data generation process. One popular approach is denoising autoencoders, a type of neural network that learns to remove noise from the input data while preserving the underlying structure. Another effective strategy is to use techniques like data normalization, feature scaling, and outlier detection to ident... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    First contribution in hacktoberfest
    I worked on my first issue, Implement Binary Search (Iterative), Add an algorithm in Python In this PR, I implemented a simple algorithm to practice contributing to Hacktoberfest 2025. Since it was my first time joining Hacktoberfest, I chose a simple issue to get started. Through this experience, I realized that if I am interested in a project, I can either create a new issue or find an existing one to solve—whether it is adding a new feature, fixing a bug, or improving documentation. The most important thing is the desire to contribute to the project. This project marked my first open-source contribution, and it gave me more confidence to continue contributing and exploring other interesting projects. For this contribution, I used Python, but next, I want to learn how to develop projects using Go (Golang). I will do my best to find projects that interest me and keep improving my programming skills.  ( 6 min )
    Join the AI Agents Intensive Course Writing Challenge with Google and Kaggle!
    We're excited to announce a writing challenge for participants of the 5-Day AI Agents Intensive Course with Google and Kaggle! Running from November 10-14, the 5-Day AI Agents Intensive Course is designed to help you master AI agents: the next frontier of artificial intelligence. Whether you’re just starting with agents or looking to advance your expertise, this immersive experience will guide you through the architectures, tools, and best practices shaping the future of intelligent, autonomous systems. Course registration closes on Tuesday, November 4 at 11:59pm Register Now By the end of the course, you'll put your skills into practice through a capstone project and be able to build everything from simple AI agents to sophisticated multi-agent systems. Course participants will have t…  ( 7 min )
    CodePlot-CoT: Mathematical Visual Reasoning by Thinking with Code-Driven Images
    How AI Learns to Draw Its Way Through Math Problems Ever wondered how a computer can actually sketch a picture to crack a tricky math puzzle? Researchers have created a new system called CodePlot‑CoT that lets artificial intelligence think with images, just like we do when we doodle a graph on a napkin. draw their way to solutions, making math feel a little less mysterious for all of us. Exciting times ahead! Read article comprehensive review in Paperium.net: CodePlot-CoT: Mathematical Visual Reasoning by Thinking with Code-Driven Images 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 14 min )
    Lots of momentum this week!
    Forem Weekly Repo Recap: New Community Hub, Email Fixes & Markdown Improvements Forem Project News ・ Oct 31 #product #deployment #opensource #news  ( 6 min )
    How I Built an Agentic AI Coach That Turns Garmin Data Into a Training Partner
    Intro: Garmin AI Coach — a multi-agent endurance coach that analyzes Garmin health and activity data to generate adaptive training plans for triathletes, cyclists, and runners. What makes it special: agentic AI system that actually interprets your physiological data (HRV, sleep, stress, load) and drafts a transparent, auditable plan you can inspect line-by-line. Every insight is reproducible — no black-box “trust us” recommendations. How to contribute: 🧠 Help improve the agent reasoning or planning prompts. 🧩 Add new data connectors (Thryve, Garmin Health API, or Connect IQ). 🧪 Build demo datasets so new users can run the tool without real credentials. 🖼️ Create front-end visualizations for the generated HTML reports. Issues labeled good first issue are beginner-friendly. I’d love to mentor new contributors, especially anyone interested in AI workflows, sports science, or wearable integrations. Why I’m passionate: why it suggests what it does. Garmin AI Coach is my attempt to merge transparency, personalization, and open science. Links: leonzzz435/garmin-ai-coach “I Fired My Garmin Coach and Built an AI to Train for an Ironman 70.3”  ( 6 min )
    A Senior Developer's Guide to the Model Context Protocol
    You’ve been there. You’ve just integrated a powerful new LLM into your workflow, and the possibilities feel endless. Then comes the reality: bridging the gap between the model's linguistic intelligence and the practical, real-world actions you need it to perform. This means wrestling with a dozen different APIs, each with its own authentication quirks, data schemas, and documentation (or lack thereof). You write glue code. You build bespoke adapters. And just when you get it all working, a new model comes out, or an API updates, and you’re back to square one, refactoring your integrations for a new host environment. It feels like the pre-USB era of computing, where every peripheral needed its own proprietary port. What if there was a USB-C for AI? A single, standardized protocol that allow…  ( 12 min )
    My DevOps Journey: Part 12-Networking Like a Pro: VPC, Subnets & Secure AWS Connectivity
    In my previous blog Day-11 ,I explored how to build scalable and cost-effective AWS infrastructure using Load Balancers, Auto Scaling Groups, and Launch Templates - the foundation of resilience in cloud compute. But soon, I faced a realization: Scaling applications means nothing if your network isn't designed to support it. So in this chapter, I decided to go deeper - to understand how AWS networking actually works behind the scenes, how instances talk to each other securely, and how data travels safely in and out of the cloud. - Virtual Private Cloud (VPC) - Subnets (Public and Private) - Internet Gateway (IGW) - NAT Gateway - Route Tables - Elastic IPs - Security Groups vs NACLs It started with a small frustration. I launched an EC2 instance in my new custom environment... and it refused…  ( 9 min )
    # ☁️ Creating a Highly Available Environment on AWS (Multi-AZ Architecture)
    Building applications that stay online during failures is a critical skill for any cloud engineer. In this hands-on project from the AWS Academy Cloud Architecting programme, I redesigned a simple, single-instance setup into a fault-tolerant, highly available (HA) architecture running across multiple AWS Availability Zones. This post breaks down the core components, how they work together, and what I learned along the way. The goal was to transform a basic application into a multi-tier, multi-AZ architecture capable of surviving instance or Availability Zone failures. The final environment included: VPC with public & private subnets Application Load Balancer (ALB) using two AZs Auto Scaling Group running EC2 instances across private subnets Amazon RDS (Multi-AZ) MySQL database NAT Gateways…  ( 7 min )
    I Tried Beating LeetCode Like a Game. It Actually Worked.
    Every wrong submission is just XP in disguise. If you’ve ever opened LeetCode, stared at a “Medium” problem, and immediately felt like an imposter in your own career welcome, you’re home. For the longest time, I treated LeetCode like a punishment. Me: “One more question before bed.” Brain: “How about we stare at it until 3AM and still not solve it?” After months of pretending that “Daily Challenges” were personality traits, I realized something most of us aren’t bad at LeetCode, we’re just training wrong. So, I decided to turn LeetCode into a game, not a chore. I stopped doing random problems and started theme weeks: Week 1: Arrays & Two Pointers (the gym warm-up of DSA) Week 2: HashMaps & Sliding Window (where logic meets chaos) Week 3: Trees (the moment your confidence collapses) Each week, I did 5–7 problems of the same type until I could predict the pattern without crying. I stopped calling them “Hard Problems” and renamed them “Boss Fights.” I started using a GitHub repo to store every solved problem not copy-pasted code, but my explanations. Problem: Two Sum Concept: HashMap lookup in O(n) Lesson: Never trust nested loops. Now, every time I forgot something, I could review my own logic, not someone else’s YouTube tutorial. Instead of chasing ranks, I compared how long I took to solve similar problems. Everyone loves saying “I solved 300 LeetCode problems.” My problem-solving confidence skyrocketed. Interviews started making more sense. And most importantly I no longer feared “Medium” tags like they were horoscopes of doom. LeetCode stopped being a torture device and became a skill gym. LeetCode isn’t about brute force it’s about pattern recognition, smart review, and consistency. What about you? Drop your confession in the comments let’s make everyone feel a little less alone in this algorithm chaos.  ( 7 min )
    Peter Finch Golf: I challenged a HEAD PRO at HIS OWN course... (Ep. 2 – Carlisle GC)
    TL;DR I took on Carlisle Golf Club’s head pro in a £1,000 match on his home turf—big thanks to Titleist for backing the series (and even helping fund the club’s junior section!). Shout-out to Nicky and everyone at Carlisle GC for hosting, and hit the links in the description if you want course details or a discount on my gear. Watch on YouTube  ( 6 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    Bill Simmons, Chris Ryan, and Van Lathan dig into the 1981 sequel Halloween II, locking horns over whether Michael Myers truly is the GOAT horror villain, revealing their pick for the film’s most rewatchable moment, and serving up hot takes in the show’s classic category round. They break the episode into four timestamped bites—cold open, villain debate, scene spotlight, and category face-off—while cheekily plugging Paramount+’s Mountain of Movies, Netflix’s A House of Dynamite, and a friendly nod to State Farm. Strap in for nostalgia, snark, and slasher thrills. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less is CinemaSins’ rapid-fire roast of Nicolas Cage’s tippy-toes thriller Longlegs, complete with their signature “sins” tally and a nod to Osgood Perkins’s next flick, Keeper. Spoiler: those legs are hilariously long. They also invite you to dive deeper—polls, Patreon, Discord, Reddit, and all their social feeds—plus spin-off channels like TVSins and CommercialSins. Ready for more cinematically sinful fun? Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    CinemaSins delivers a playful 15-minute “Everything Wrong With Sinners” roast, gleefully picking apart plot holes and genre tropes in what they still cheer as one of the year’s best horror flicks—Happy Halloween, indeed. The crew (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel) also hooks you up with all their extra goodies: a sinful poll, Patreon support, and links to their website, YouTube channels, Discord, Reddit, Instagram and TikTok for even more movie mischief. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage TL;DR Predator 2 swaps Schwarzenegger’s jungle for Danny Glover’s sweaty, crime-ridden Los Angeles in 1990, tossing in a beefed-up Predator and a delightfully off-the-wall Gary Busey cameo. It may lack some of the first film’s classic tropes, but if you’re up for an urban hunt in the middle of a heatwave, it’s a fun, fresh twist on the franchise. The review also plugs Caravan of Garbage’s extended audio edition, bonus podcasts, commentary videos on bigsandwich.co, plus all the usual YouTube subs, Patreon perks and merch if you need more silly deep dives. Watch on YouTube  ( 6 min )
    Código gerado por IA: isso é bom ou ruim?
    Desenvolvedores deveriam parar de perder tempo discutindo se o código gerado por IA é “bom” ou “ruim” e começar a aprender a usá-la com sabedoria. A IA não substitui o conhecimento técnico, mas é uma ferramenta poderosa de apoio. Ela pode servir como referência para entender padrões de código, explorar alternativas de implementação ou criar cenários de exemplo. Por exemplo, imagine que você precisa dar manutenção em uma aplicação legada em Angular e não sabe como criar um teste de unidade. Você pode pedir um exemplo para um contexto semelhante e, a partir disso, gerar o seu próprio teste. Outro uso valioso é automatizar tarefas repetitivas. Coisas como: 1. Converter HTML de um template de site ou sistema em componentes React; 3. Gerar estruturas iniciais de código ou snippets repetitivos; 5. Utilizar sugestões de autocomplete para tarefas de codificação, economizando horas de trabalho manual. No passado, buscávamos soluções como essas no Stack Overflow (exceto automações). Hoje, a IA pode acelerar esse processo, mas o verdadeiro valor está em filtrar, adaptar e aprender com o que ela oferece — não em rejeitá-la por princípio, nem em depender exclusivamente de “vibe coding”. Em resumo: use a IA como parceira estratégica, ganhe tempo com tarefas manuais e concentre-se em resolver problemas de forma inteligente.  ( 6 min )
    My Frontend Setup: The Tools That Keep Me Productive
    Every developer has their little comfort zone — a setup that just feels right. Here’s what my daily workspace looks like: It’s simple, but it works. The less I overcomplicate my setup, the more I focus on building. What’s that one tool in your dev setup you can’t live without? frontenddevelopment #webdevelopment #vscode #bootstraptips #productivity #codinglife  ( 6 min )
    Understanding OWASP M1 (2024): Improper Credential Usage in React Native/Expo and How to Mitigate It
    Improper Credential Usage (M1) tops the OWASP Mobile Top 10 (2024) because it hits the core of mobile security: protecting secrets and sensitive data. This vulnerability occurs when apps mishandle credentials — whether hardcoded API keys, tokens, or user authentication data — within insecure client environments. For React Native and Expo developers, this issue is particularly severe. Since the JavaScript bundle ships with the app, anyone with basic reverse-engineering tools can easily peek into the source, exposing credentials you thought were “hidden.” Let’s break down what this means for you — and how to fix it properly. Improper Credential Usage arises when developers treat the mobile client like a private backend. The problem? Your app code runs entirely on the user’s device, meaning a…  ( 8 min )
    Modernize Go with golangci-lint v2.6.0
    TL;DR golangci-lint v2.6.0 adds the new modernize analyzer. It surfaces suggestions to adopt modern Go features from the standard library (e.g., strings.CutPrefix, slices.Contains, maps.Clone) and language (any). Previously the tool was available as a separate binary, but it'll receive much more exposure now being included in golangci-lint. The modernize analyzer suggests clearer, more idiomatic code by using newer Go features. Each diagnostic includes a suggested fix designed to be behavior-preserving. Many improvements rely on Go ≥1.21 features. If your module uses an older go version, you'll see fewer suggestions and some fixes won't apply cleanly. Before: if strings.HasPrefix(s, "llama") { s = s[len("llama"):] } After: if after, ok := strings.CutPrefix(s, "llama"); ok { s = after } Before: found := false for _, v := range xs { if v == needle { found = true break } } After: found := slices.Contains(xs, needle) Before: dst := make(map[string]int, len(src)) for k, v := range src { dst[k] = v } After: dst := maps.Clone(src) Before: var x interface{} After: var x any In .golangci.yml: linters: enable: - modernize Or via CLI: golangci-lint run --enable modernize Optionally apply fixes automatically (where supported): golangci-lint run --enable modernize --fix I originally enabled modernize for CoreDNS in coredns/coredns#7536. I went through the analyser findings and applied fixes. To keep future code changes from diverging from modernize, I added a separate CI step that failed if modernize produced a non-empty diff. This worked fine. Now with golangci-lint v2.6.0 out, I refactored this in coredns/coredns#7645. The reflecttypefor had a number of changes that will need to be addressed separately. Nice and clean now.  ( 7 min )
    Why Meta’s 1 GW Solar Move Is the Most Ruthless Power Play In Tech (And Nobody Gets It)
    What if “going green” was just a cover? Meta’s jaw-dropping 1 GW solar buy isn’t about virtue signaling or corporate climate gloss. It’s a strategic leverage play so big—and so misunderstood—it could rewrite the future of tech dominance. While headlines focus on feel-good sustainability, Meta is quietly building a fortress of operational power. The real question: why is nobody talking about the hidden muscle behind this deal? ## The Real Game: Leverage, Not Sustainability Almost every company brags about renewable energy these days. But Meta’s 1 gigawatt solar buy is not just another pat on the back for ESG compliance. Instead, it’s a calculated seizure of leverage in the areas that actually matter: cost control, regulatory risk, and operational resilience. Meta is locking in near-zero mar…  ( 7 min )
    The Developer's Edge: Why Your Trading Needs a Proper Journal More Than Your Code Needs Logging
    As developers, we understand the power of data. We instrument our applications, analyze performance metrics, and debug with precision. Yet, when it comes to trading—one of the most data-rich activities possible—many of us rely on gut feelings and scattered notes. I was guilty of this too, until I treated my trading like a production system that needed proper monitoring. That's when I discovered Scope360, and it fundamentally changed how I approach the markets. The Problem: Trading Without Data is Like Debugging Without Logs Think about the last time you faced a production bug without proper logging. You're blind. Now imagine trying to improve your trading performance without tracking your trades. It's the same problem. Before Scope360, my "trading journal" was a mess of screenshots and h…  ( 7 min )
    ROS2 Publisher Node.
    Hey everyone 👋 publishes data inside ROS2. This post will walk you through everything I did — step by step — so you can do the same on your system. ⚙️ Step 1: Creating a New Package cd ~/ros2_ws/src ros2 pkg create --build-type ament_cmake pkg_2 What this does: Creates a folder named pkg_2 Generates the necessary files: CMakeLists.txt, package.xml, include/, and src/ Sets up a C++ ROS2 package ready for your node Your structure should look like: pkg_2/ ├── CMakeLists.txt ├── include/pkg_2/ ├── package.xml └── src/ 🧩 Step 2: Writing the Node cd pkg_2/src nano my_node.cpp This node doesn’t publish yet — but it’s alive and running, ready to communicate. Editing CMakeLists.txt This tells ROS2 how to compile your C++ node and link it with the rclcpp library Updating package.xml Open:…  ( 7 min )
    How to Stop Time from Expanding: The Real Lesson Behind Parkinson’s Law (Bite-size Article)
    Introduction “Work expands to fill the time available for its completion.” We often, unintentionally, stretch our work to match the time we’re given. A similar phenomenon can be seen when, for example, we create a generous schedule only to find that the extra time quickly gets filled anyway. In other words, whenever we create “room” in our schedule, we naturally tend to fill it up. Parkinson’s Law points out the problem that “work expands to fill the available time,” but it doesn’t offer a concrete solution. In this article, we’ll look at one way to approach the issue: the idea that the true cause of time expansion lies not in the amount of time, but in the vagueness of purpose. For instance, if you start working with the vague goal of “finishing a presentation,” you’ll keep revising en…  ( 8 min )
    Battle Scars from the Cloud Front
    The Promise It is no secret that Cloud platforms have been adopted by most organisations for running their infrastructure. Virtualization of infrastructure brings many advantages. In the early 2000's I had to pay for the hardware and have it physically installed in a data center. You had to pay for a lease to host it. This was expensive and involved. With Cloud based Virtual Machines we could spin up a machine at a moments notice, perform some work and then tear it down, paying only for the time it was up. Then along comes Docker and containerization, which reduces the footprint for an instance and makes it possible to easily scale based on a image. Then comes Kubernetes to help manage those containers and configure the networking and create internal networks to interconnect your micro-…  ( 10 min )
    Luxury Birthday Presents for Boyfriend UK: Elevate His Day with Style & Sentiment
    Introduction: When "Ordinary" Won’t Do You want his birthday to feel extraordinary—not just another routine celebration. He deserves something that reflects how special he is: something luxurious, thoughtful, and uniquely him. That’s where luxury birthday presents for your boyfriend in the UK come in—gifts that go beyond utility and trendiness to become statements of affection. Enter the curated, sophisticated selection at Belvedere Collections, especially their “His Birthday” range, designed to blend elegance, personalization, and premium quality. In this article, we’ll explore why luxury gifts matter, how to pick the right one, and showcase categories that are sure to dazzle him. Luxury isn't just about a higher price tag—it's about distinctiveness, craftsmanship, and emotional impact.…  ( 8 min )
    Why Data-Driven Monetization Systems Are the Future of SaaS Growth
    In today’s hyper-competitive software landscape, traditional monetization models can’t keep up with evolving customer expectations or dynamic market conditions. Companies that rely solely on static pricing models and manual revenue management workflows are losing ground to competitors who use real-time data to adapt faster. The next evolution in SaaS growth strategy isn’t just about better pricing—it’s about creating intelligent monetization systems that continuously align product value with customer willingness to pay. For decades, software businesses have treated pricing as a one-time project: define tiers, set rates, and adjust annually. But in practice, customer behavior changes far faster than most pricing cycles can handle. Modern SaaS companies are moving toward adaptive monetizatio…  ( 7 min )
    Data Federation: Unifying Distributed Data for Intelligent Decision-Making
    Organizations today struggle with data scattered across multiple databases, cloud platforms, and systems, making it difficult to extract meaningful insights and drive business decisions. Traditional data integration approaches often involve complex, time-consuming processes that create data silos and limit accessibility. Data federation emerges as a powerful solution that creates a single, virtual view of distributed data sources without requiring physical data movement or duplication. This approach enables businesses to query and analyze information from various systems as if they were accessing a single database, dramatically improving data accessibility, reducing costs, and accelerating time-to-insight for analytics and decision-making processes. Data federation represents a modern ap…  ( 9 min )
    Forem Weekly Repo Recap: New Community Hub, Email Fixes & Markdown Improvements
    Hello Forem contributors and community members! This week saw a flurry of activity focused on introducing and refining a brand new feature: the Community Hub. We also merged several key fixes to improve content creation and notifications. The highlight of the week is the introduction of the new Community Hub page! This new feature provides a central place for community interaction and discovery. The initial implementation was quickly followed by a series of rapid tweaks to refine the user experience and interface. #22519 benhalpern posted on Oct 29, 2025 What type of PR is this? (check all applicable) [ ] Refactor [x] Feature [ ] Bug Fix [ ] Optimization [ ] Documentation Update Description Experimental new page which aggregates a bunch of community stuff into …  ( 9 min )
    How to convert pounds to kilogram easily
    Convert Mass and Weight Units Convert weight measurements instantly for international shipping, fitness tracking, recipes, or jewelry weighing. Need to convert kg to lbs for luggage weight? Or convert ounces to grams for precise cooking? Quickly convert pounds to kilograms, tons to kilograms, or work with specialized units like troy ounces for precious metals and carats for gemstones. Try it at https://unitconverter.docfather.name.ng/mass  ( 6 min )
    DevScribe currently puts your project docs in ONE file. Should I split it up?
    DevScribe currently puts your entire project docs in ONE file. Should I split it up? Quick context: I built DevScribe - an all-in-one offline desktop app that combines docs, system design, API testing, database tools, and code execution in a single workspace. Right now it creates a single document with: Think of it as Notion + Draw.io + MySQL Workbench + Replit + Postman all in one document. No more switching between 5 different tools to document your project. [Runnable Java/JS/TS/SQL/Shell code] But some users are asking for separate files: /docs ├── architecture.md ├── api-docs.md ├── database.sql └── queries.sql The debate: Team A: "One file = one source of truth. Love it!" Team B: "Separate files = better git workflow" Team C: "Why not both? Make it configurable" I'm considering this for v2. What would work better for your workflow and why? Currently leaning toward making it configurable, but wondering if that's overengineering it. Share your documentation structure preferences below! 👇 https://devscribe.app  ( 6 min )
    Cybersecurity Weekly #6: Safe Password Practices & Password Alternatives in 2025
    Welcome back to Cybersecurity Weekly! password safety and the new login technologies — passkeys and biometrics — that are replacing traditional passwords in 2025. Weak or reused passwords remain one of the biggest security gaps. In 2025, hackers use AI-powered bots to crack logins faster than ever. A single compromised password can expose your client files, payment accounts, and marketplace profiles. Freelancers often juggle dozens of tools, so managing all those passwords safely is a challenge. It’s time to adopt safer, smarter options. Passkeys replace passwords with secure cryptographic keys stored on your device. You log in using your fingerprint or face — no typing, no phishing risk. Google, Apple, and Microsoft already support them. Biometrics verify your identity through fingerprint…  ( 7 min )
    🚀 I’m Open to Building What’s Next — My Journey So Far
    Hi everyone, 👋 I’m Mukkera Pavan Kumar, and I’m officially open to new opportunities — where I can combine community, data, and innovation to make a real impact. Over the past few years, I’ve realized something powerful: every product, campaign, or event is only as strong as the people who believe in it. 🌍 My Journey My story began in India, where curiosity led me to study Computer Engineering. But I didn’t stop at writing code — I wanted to connect ideas with people. That passion led me to create Technical Spaces, a platform that helped hundreds of students and startups gain access to technical mentorship, events, and workshops. Later, I joined Reskilll as an Azure Developer Community Lead, organizing and leading events like Azure Copilot Day and AI Agents in Action — both supported by …  ( 7 min )
    Exploring Cloud Computing: The Backbone of Today’s Digital World 🌐
    Imagine waking up, grabbing your phone to check emails, editing a document on your laptop during breakfast, and then switching to your tablet later in the day—all without worrying about saving or transferring files. How? Welcome to cloud computing ☁️—the invisible tech powering your digital life! Think of cloud computing like a public library for your data. Instead of storing all your books (files, images, videos) on a shelf at home, you keep them in a giant, secure library in the sky ✨. When you want a book, you just log in anywhere with internet and it’s there—ready to use! But just like a real library, you NEED internet to visit. No internet = no access to your cloud-stored files. For example, when you save your vacation photos on Google Drive, they’re kept safely on Google’s servers a…  ( 8 min )
    Why I Built Another Feedback Tool
    Why I Built Another Feedback Tool Let's be honest - the market doesn't need another feedback tool. But I needed one I could afford. As a freelance developer at Daring Designs, I was paying $59/month for Marker.io. Great tool, but the price stung every month. So I did what every developer does when faced with a recurring cost: "How hard could it be to build this myself?" Narrator: It was harder than that. Most feedback tools fail not because of features, but because of friction. Clients don't want to: Create another account Remember another password Learn another platform Check yet another tool for updates So I built Notedis with one key feature: clients can reply via email, and their feedback automatically appears on visual boards. One thing I learned from using feedback tools: if insta…  ( 9 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    Everything Wrong With Frankenweenie In 14 Minutes Or Less is a new CinemaSins video where the team lovingly roasts Tim Burton’s Frankenweenie, tallying every “sin” while celebrating the film’s charm now back in theaters. Their signature snark (and plenty of Franky-boy jokes) keeps it fun for die-hard fans and newcomers alike. The description also points viewers to even more content—CinemaSins’ website, YouTube channels (@TVSins, @CommercialSins), social hubs (Discord, Reddit, Instagram, TikTok), a fan poll and a Patreon—so you can dive deeper or support the crew directly. Watch on YouTube  ( 6 min )
    Bryan Bros Golf: Can We Make Cut in Return to Pro Golf? (International Series)
    Can We Make the Cut in Our Return to Pro Golf? The Bryan Bros are back on the course, teeing off in an Asian Tour International Series event and wondering if they can survive the cut on their return to pro golf. Along the way, they’re keeping fans in the loop with behind-the-scenes updates via their newsletter, Discord community, and live streams on Twitch. They’ve also lined up all their favorite gear sponsors—Foresight Sports launch monitors, Bushnell laser rangefinders, LAB Putters, Takomo clubs, Rhoback apparel, and Bruce Bolt gloves—and dropped discount codes so you can kit out your bag too. Stay tuned to see if they make the weekend! Watch on YouTube  ( 6 min )
    Building Privacy-Safe Attribution Pipelines: A Marketer’s Engineering Approach
    Every marketer has asked this question at some point: which campaign actually worked? I’ve lived inside this problem for years. And somewhere between late-night data audits and conversations with developers, I realised something important: To fix attribution, marketers have to start thinking like engineers. The attribution gap nobody prepared for The old, cookie-heavy world made tracking easy — but never accurate. Multi-touch attribution models collapsed because they depended on external identifiers. That’s when I decided to build a first-party attribution framework — one that respects privacy yet restores clarity. Designing a privacy-first attribution framework Here’s the simple idea: track less, but track better. Instead of chasing every signal, I built a closed-loop system using tools m…  ( 8 min )
    Why DFS Topological Sort Writes Nodes on Backtracking
    Let us have two components, A and B. So whatever component we traverse after A must appear before A in the final output — like B, A — so that if we get an edge B → A, it satisfies the rules of topological sorting. But in an array, we can only insert efficiently at the end (inserting at the front is costly). So we just keep inserting at the end, getting something like A, B, but knowing we’ll reverse it later to become B, A. However, that final reversal would also flip the internal order of each component (A and B). So when the global reversal happens, we get B, A, where both B and A keep their correct internal ordering. void swap(int* A, int* B) { if (A == B) return; *A = *A ^ *B; *B = *A ^ *B; *A = *A ^ *B; } void DFS(size_t i, vector>& graph, vector& vis, vector& solution) { size_t m = graph.size(), n = graph[i].size(); vis[i] = 1; for (size_t j = 0; j topologicalsort(vector>& graph) { size_t m = graph.size(); vector vis(m, 0); vector solution; for (size_t i = 0; i < m; i++) { if (!vis[i]) { DFS(i, graph, vis, solution); } } size_t lt = 0, rt = solution.size() - 1; while(lt < rt) { swap(solution + lt, solution + rt); ++lt, --rt; } return solution; }  ( 7 min )
    Implementing MQTT 5 in Go: A Deep Dive into Client Design - Part I
    Introduction In this article, I’ll share my journey of implementing an MQTT 5.0 client in Go. Why build an MQTT client when libraries like Paho already exist? Because I enjoy writing clients, it’s a playground for fun concepts like protocol parsing, networking, concurrency, and performance tuning. github repo: https://github.com/MonsieurTib/gmqtt MQTT 5.0 specifications : https://docs.oasis-open.org/mqtt/mqtt/v5.0/os/mqtt-v5.0-os.html Part I : Connecting to the Broker 1. Understanding MQTT 5 Data Types MQTT is a standard messaging protocol for IoT. It's designed as a lightweight pub/sub messaging transport for connecting remote device with small footprint and low bandwidth usage. MQTT 5 introduces several data types that are important for building a client from s…  ( 17 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less CinemaSins just hit us with a Halloween-themed roast of Sinners, cheerfully calling it one of the greatest genre flicks ever… and then gleefully nitpicking every moment in under 15 minutes. Expect the usual pun-laden sins, spooky Easter eggs, and their signature “so bad it’s good” deep dive. Wanna join the fun? Head to cinemasins.com for more videos, check out TVSins, CommercialSins and the CinemaSins Podcast Network on YouTube, drop your thoughts in their “sinful” poll, or hang out on Discord and Reddit. If you love what they do, show some extra love on Patreon! Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Caravan of Garbage kicks off a four-week deep-dive into the Predator franchise with the 1987 classic starring Arnold Schwarzenegger, and they’re not holding back – calling it the ultimate ’80s action-sci-fi mash-up, complete with big muscles, mud, lasers, explosions and an invisible alien. For more nerdy goodness, they’ve got an extended audio edition, bonus podcasts, movie commentaries and Let’s Plays on bigsandwich.co, plus all the usual subscribe links, Twitter handles, Patreon and merch hookups. Watch on YouTube  ( 6 min )
    Disable antivirus real-time monitoring with PowerShell
    This is analog of TURBO button of modern days. # Get the ID and security principal of the current user account $myWindowsID = [System.Security.Principal.WindowsIdentity]::GetCurrent() $myWindowsPrincipal = new-object System.Security.Principal.WindowsPrincipal($myWindowsID) # Get the security principal for the Administrator role $adminRole = [System.Security.Principal.WindowsBuiltInRole]::Administrator # Check to see if we are currently running "as Administrator" if ($myWindowsPrincipal.IsInRole($adminRole)) { # We are running "as Administrator" - so change the title and background color to indicate this $Host.UI.RawUI.WindowTitle = $myInvocation.MyCommand.Definition + "(Elevated)" # $Host.UI.RawUI.BackgroundColor = "DarkBlue" clear-host } else { # We are not running "as Administrator" - so relaunch as administrator # Create a new process object that starts PowerShell $newProcess = new-object System.Diagnostics.ProcessStartInfo "PowerShell"; # Specify the current script path and name as a parameter $newProcess.Arguments = $myInvocation.MyCommand.Definition; # Indicate that the process should be elevated $newProcess.Verb = "runas"; # Start the new process [System.Diagnostics.Process]::Start($newProcess); # Exit from the current, unelevated, process exit } Set-MpPreference -DisableRealtimeMonitoring $true start-sleep -seconds 2  ( 6 min )
    Scaling is the New “Just Add More RAM” — Why AI Needs a New Algorithm, Not a Bigger Wallet
    Remember when every tech problem was solved by “just add more RAM”? Yeah, welcome to the AI era — where “just add more GPUs” is the new religion. And it works, don’t get me wrong. The scaling laws are real: make the model bigger, feed it more data, crank up the compute —> boom, better results. Every AI lab’s PowerPoint deck glows brighter with those sweet logarithmic curves. But here’s the catch: every doubling in compute now gives you… a few percent improvement. That’s like dropping ten grand on a new rig to make your build time 3 seconds faster. Technically progress, spiritually bankruptcy. The Data Wall Is Coming By 2026, we’ll hit the “data wall” — we’ve basically used up all high-quality human text, code, and images. After that, models start eating their own tail: training on syntheti…  ( 8 min )
    Importancia y Evolución de Java
    🌍 ¿Por qué Java sigue siendo tan importante en pleno 2025? Han pasado casi 30 años desde que Java apareció por primera vez, y aún hoy sigue siendo uno de los lenguajes más utilizados en el mundo del desarrollo backend. Su lema original, “Write once, run anywhere”, sigue más vivo que nunca: el código Java puede ejecutarse prácticamente en cualquier sistema, lo que lo ha mantenido como un estándar en empresas de todos los tamaños. De hecho, se estima que Java se utiliza activamente en más de 120 países para proyectos backend, desde aplicaciones bancarias hasta plataformas de streaming, sistemas de salud y soluciones empresariales complejas. Entre ellos, India, Estados Unidos, Alemania y España destacan como grandes centros de talento Java, pero India lidera ampliamente el uso de Java en entornos backend, gracias a su enorme ecosistema de desarrolladores y empresas que confían en su estabilidad y escalabilidad. 🚀 La evolución de Java: del código clásico al Java moderno Si pensamos en el Java de los 2000, lo recordamos como un lenguaje robusto pero muy verboso. Y la evolución no se detiene. En Java 25, encontramos mejoras notables en rendimiento, la madurez del Project Loom (concurrencia ligera con virtual threads), y una sintaxis más clara con pattern matching y record patterns, que simplifican enormemente el trabajo diario de los desarrolladores. 🤖 Java en la era de la inteligencia artificial El auge de la IA no ha dejado a Java atrás. Spring Boot, Quarkus o Micronaut, demostrando que Java continúa siendo el motor del backend empresarial… incluso en la nueva era de la inteligencia artificial. 💬 En resumen Java no es solo un lenguaje que sobrevivió al paso del tiempo; es un lenguaje que ha sabido adaptarse y reinventarse. Java no está envejeciendo. ☕  ( 7 min )
    Contribution Chronicles: My Hacktoberfest 2025 Journey
    This year marked my third time participating in Hacktoberfest, and it was by far the most rewarding. I contributed to seven different repositories, primarily focusing on frontend development using TypeScript and React. Working with these technologies is a passion of mine, and it was great to see how my contributions helped improve various projects. I love building user interfaces that make tools more usable and enjoyable for everyone. During Hacktoberfest, I worked on fixing bugs, enhancing accessibility, and optimizing UI components, often working closely with maintainers and other contributors around the world. It was a fantastic experience collaborating on code that reaches real users. One of the most exciting moments was earning the Hacktoberfest T-shirt. It’s a small but meaningful badge that represents my effort and commitment. Additionally, I had a tree planted in my name through Treenation, which was a beautiful surprise. I also earned a variety of digital badges from Holopin that I can showcase on my profile to demonstrate my ongoing engagement with open source. Participating for a third time allowed me to reflect on my growth. I took on more challenging issues and worked with larger teams, which boosted my confidence and skills. The rewards added an extra layer of motivation. Collecting badges and seeing the tree planted made me feel like my work had a positive impact beyond just code. Hacktoberfest has become a yearly tradition that reminds me how fulfilling open source work can be. I plan to continue contributing, especially to projects friendly to newcomers and those that use TypeScript and React. Whether it’s fixing bugs or adding new features, I look forward to making an even bigger impact next year. Thanks to Hacktoberfest, I feel inspired to keep learning, coding, and giving back to the open source community. It truly is about growing together and making a difference.  ( 7 min )
    Strands Multi-Agent Systems: Graph
    In my last post I covered the Swarm pattern and how multiple specialized agents can collaborate dynamically like an ant colony.👇🏼 Strands Multi-Agent Systems: Swarm Laura Salinas for AWS ・ Oct 24 #aws #agents #ai #learning In this post we'll dive deeper into another of those patterns, Graph. I'll share code snippets and a the repo with examples that you can follow along. While Swarms are all about autonomous collaboration and dynamic handoffs, the Graph pattern brings structure and determinism to multi-agent orchestration. You can think of it as the difference between a jazz band improvising together versus a symphony orchestra following a conductor's score. While both can be powerful, they ultimately serve different purposes. A Graph in Strands is a deter…  ( 9 min )
    Frontend System Design: CSS, CSSOM, and DOM Rendering in Browser
    🧠 Frontend System Design: CSS, CSSOM, and DOM Frontend System Design: CSS, CSSOM, and DOM Rendering Steps 2. How Rendering Flows (Critical Path) 3. How CSS Starts Rendering Progressive Rendering Techniques Goals in Frontend System Design BEM (Block Element Modifier) Tailwind CSS (Utility-First) CSS Modules 7. Trade offs: Developer Velocity vs Runtime Efficiency 8. System Design Analogy Summary Table When you enter a URL or load a page, the browser rendering pipeline begins. HTML Download & Parse Browser starts downloading the HTML. It parses the HTML sequentially (top to bottom). As it parses, it builds the DOM Tree (Document Object Model). Example: Hello → DOM Tree: Document └── div.card └── h2 CSS Download & Parse Browser se…  ( 9 min )
    Hacktoberfest 2025
    This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles. " ✨ Another year, another Hacktoberfest community event and more involvements! ✨ " Hacktoberfest is all about discovery, community, and contributing to open source — but it’s also about personal growth and challenging yourself. As in previous years, I'm participating in Hacktoberfest 2025 🙌 and once again pushed myself to grow! I continue contributing to Animation Nation as both a maintainer and contributor, with a growing focus on creating meaningful impact within the project. The repo focuses on collecting CSS animations — an awesome opportunity for contributors to practice styling and animation skills every year. While the main purpose is animation submissions, we also occasionally welcome meani…  ( 7 min )
    **Breaking Free from Bias: AI Revolution Heats Up!** 🚀 The
    Breaking Free from Bias: AI Revolution Heats Up! 🚀 The pursuit of unbiased AI systems has reached a critical juncture, with the recent unveiling of "Causal Attention" by researchers at MIT. This groundbreaking technique is poised to revolutionize the detection and mitigation of AI biases by analyzing cause-and-effect relationships in data. By doing so, Causal Attention has the potential to identify biases that have eluded detection in the past. The underlying issue of AI bias stems from the inherent limitations of machine learning algorithms, which often perpetuate existing societal prejudices. In many cases, these biases can be so subtle that they go unnoticed, resulting in unfair outcomes for certain individuals or groups. For instance, facial recognition systems have been shown to misclassify darker-skinned individuals, leading to potential security breaches and social injustices. Causal Attention's innovative approach involves analyzing the causal relationships between va... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    7 AWS Architecture Mistakes That Cost My Enterprise Clients $200K+
    I just reviewed an enterprise client's AWS bill: $85,000 for the month. This wasn't a scaling success story—it was a collection of expensive mistakes that could have been avoided. After 25 years in tech and 5+ years managing AWS infrastructure at enterprise scale across multiple organizations, I've seen (and made) every costly mistake in the cloud architecture playbook. The good news? You don't have to repeat them. These enterprise lessons apply even more at startup scale, where a $40K mistake isn't just a budget overrun—it's potentially the difference between your next funding round and shutting down. Here are the 7 most expensive AWS architecture mistakes I've encountered, the real-world pain they caused, and—more importantly—exactly how to avoid them. One of my enterprise clients built …  ( 15 min )
    interpreter? hmm...
    new project: nekkoscript I have decided that for my next personal project, I am going to learn how to make my own lil language that I'm calling nekkoscript. Originally, this was going to be interpreted into JavaScript, but after doing some research, I think I want to go with Typescript instead. but why? Why not? I have absolutely no clue what I am doing or even how to write my own language, just like my previous project devKataCLI. I find that if I go in completely blind and learn as I go, that success is far more likely. There is an internal drive to learn that pushes me daily, and that feral goblin is ravenous for knowledge. typescript? The decision to switch from JavaScript to TypeScript was pretty simple to me. I really admire how TypeScript functions and how strict it is with types. I find it forces me to write cleaner code and need to be more present than when I write JavaScript (that is probably just a me problem, but I'm trying to work with my weaknesses here). second language? I was told as a kid, "go big or go home". Well... I am at home already so, I guess I gotta go big. After I finish nekkoscript, I want to work on my own fully compiled programming language. For this one, I will probably lean on Rust (it fascinates me). is that all? For now? Yes. These are some really big goals I have set for myself and I am ecstatic to work on them! Currently, I am following this tutorial series on youtube on making a TypeScript Interpreter. I highly recommend check it out if this topic has piqued your own lil learning goblin. >nikko the nekko header. wip  ( 7 min )
    AI is changing the way we review code, it's faster, smarter, and more consistent. Here’s how tools like Copilot and CodeRabbit are shaping the future of code reviews.
    How AI Tools Are Changing Code Reviews Naji Louis ・ Oct 31 #codereview #ai #githubcopilot #softwaredevelopment  ( 6 min )
    📈 Measuring Multimodal AI Success: A Key Metric In my resea
    📈 Measuring Multimodal AI Success: A Key Metric In my research, I've found that a crucial metric for assessing multimodal AI systems is the "Multimodal Consistency Coefficient" (MCC). It calculates the correlation between modalities, such as speech, text, vision, and gestures, to evaluate how well the AI system integrates and synchronizes its outputs across different input channels. A high MCC score indicates that the AI system can effectively fuse information from various sources to produce consistent and accurate results. For instance, consider an AI-powered chatbot that can understand voice commands, read text inputs, and recognize visual cues. To measure its multimodal consistency, the MCC score would analyze the correlation between the chatbot's responses to voice commands, text inputs, and visual cues. If the chatbot consistently produces accurate and relevant responses across all modalities, the MCC score would be high. The MCC score can be calculated using various statist... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    **Breaking the Curse of Dimensionality: A Game-Changer for L
    Breaking the Curse of Dimensionality: A Game-Changer for Large-Scale Multi-Task Learning The Transformer architecture has revolutionized the field of natural language processing (NLP) and beyond, achieving state-of-the-art results in a wide range of tasks. However, its reliance on self-attention mechanisms comes with a significant cost: memory requirements that skyrocket with the size of the input. This limitation has made it challenging to apply Transformer-based models to large-scale multi-task learning, where the model needs to process vast amounts of data and multiple tasks simultaneously. The Curse of Dimensionality The curse of dimensionality refers to the phenomenon where the number of data points required to accurately model a high-dimensional space grows exponentially with the dimensionality. In the context of Transformer-based models, this means that the number of attention weights, model parameters, and memory requirements increase exponentially with the input ... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    The October That Changed My Coding Journey — Hacktoberfest 2025 Story
    October 2025 will always hold a special place in my coding journey. Before Hacktoberfest, I had heard about open source countless times. It always fascinated me — the idea of thousands of developers collaborating from around the world. But deep down, I wondered, “Can I really do it? Will my code ever be good enough?” This Hacktoberfest, I decided to stop doubting and start doing. MY FIRST PULL REQUEST SIX PRs, INFINITE LESSONS Here’s what I learned: How to understand and navigate someone else’s codebase How to write cleaner, more maintainable code How to communicate effectively with maintainers How small contributions can make a big difference Every merge wasn’t just a contribution — it was a confidence boost. WHAT'S NEXT If you’re reading this and wondering whether to participate next year — do it. FINAL THOUGHTS It showed me that every line of code can grow into something meaningful — just like that little tree planted somewhere in the world because of a simple pull request. And that’s the beauty of open source — when you give, you grow. 🌿  ( 7 min )
    How AI Tools Are Changing Code Reviews
    Code review has always been one of the most important parts of software development. But let’s be honest — code reviews can also be time-consuming and repetitive. Traditionally, a developer submits a pull request (PR), and another developer manually reviews it: Check for syntax or formatting issues Ensure naming and structure are consistent Verify logic and potential edge cases Suggest improvements or simplifications It’s an important process, but it often slows things down — especially in teams where everyone is busy coding. AI tools like Copilot (by GitHub) and CodeRabbit are helping automate parts of this process. GitHub Copilot It can: Generate summaries of code changes Suggest possible issues or improvements Even write comments automatically on pull requests So instead of spending tim…  ( 8 min )
    Whisper Menu Bar
    A minimal, clean speech-to-text menu bar application for macOS using OpenAI's Whisper. You can download the script here. 🎤 Push-to-talk: Hold Option key to record, release to transcribe 📋 Auto-clipboard: Transcribed text automatically copied to clipboard 🔄 Model selection: Switch between tiny, base, small, and medium models 🎯 Clean & minimal: Simple interface, ~300 lines of code macOS (tested on macOS 10.15+) Python 3.8 or higher Microphone access permissions Copy the whisper-push-to-talk.py somewhere Install uv and run: uv run whisper-push-to-talk.py Note: On macOS, you may need to install PortAudio first for PyAudio: brew install portaudio Grant microphone permissions to Terminal/your Python app when prompted The app will: Show a microphone icon (🎤) in your menu bar Load the Whisper model in the background (first run may take a moment) Display "Ready" when ready to use Option key: Hold to record, release to transcribe, Text appears in clipboard → Ready to paste anywhere Click the menu bar icon → Model → Select your preferred model: tiny: Fastest, lowest accuracy (~1GB) base: Good balance (default, ~1GB) small: Better accuracy (~2GB) medium: Best accuracy (~5GB) Click the menu bar icon → Quit MIT License - Feel free to modify and distribute Built with OpenAI's Whisper model for speech recognition.  ( 6 min )
    The future of healthcare is undergoing a paradigm shift, dri
    The future of healthcare is undergoing a paradigm shift, driven by the advent of artificial intelligence (AI) and machine learning (ML) technologies. We're witnessing a transformative transition from mere disease detection to a more holistic approach of precision wellness. This innovative leap enables healthcare providers to adopt AI-driven predictive analytics and personalized health optimization strategies, revolutionizing patient care and outcomes. Imagine a healthcare system where AI-powered algorithms can analyze vast amounts of medical data, predict disease risk, and identify high-risk patients in real-time. With this foresight, healthcare professionals can intervene proactively, preventing illnesses from taking hold and reducing the likelihood of costly treatments down the line. Precision wellness with AI takes it a step further by focusing on the individual's unique needs and health goals. By incorporating advanced analytics, genomics, and wearable device data, healthcare ... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    No Laying Up Podcast: How an Apparrel Business Gets Built | Trap Draw, Ep 366
    How an Apparel Business Gets Built | Trap Draw, Ep 366 Neil and TC hit Upstate New York and sit down with Alex Holderness and John Bourne to unpack how they turned their side-hustle into the apparel brand Holderness & Bourne. They dig into backstories, launch hurdles and the surprising parallels between their journey and NLU’s own underdog story. Along the way, they give a shout-out to the Evans Scholars Foundation, big props to sponsors like ServPro, and invite you to join the No Laying Up newsletter, podcast channel or The Nest community for fewer ads, exclusive perks and a sweet annual gift. Watch on YouTube  ( 6 min )
    🌳 Mastering Data Structures in Java — Part 8: TreeMap
    If HashMap is all about speed, then TreeMap is all about order. Let’s explore what makes TreeMap unique and when to use it 👇 🧠 What Is a TreeMap? A TreeMap in Java is a sorted map implementation based on a Red-Black Tree (a type of self-balancing binary search tree). It stores key-value pairs just like a HashMap, import java.util.TreeMap; public class TreeMapDemo { public static void main(String[] args) { TreeMap users = new TreeMap(); users.put(3, "Ali"); users.put(1, "Sara"); users.put(2, "Omar"); System.out.println(users); } } Output: {1=Sara, 2=Omar, 3=Ali} Notice how it sorted the keys automatically 🔥 ⚙️ How It Works Internally TreeMap uses a Red-Black Tree to store entries. When you insert a key, it finds its …  ( 8 min )
    Drowning in AI Code Review Noise? A Framework to Measure Signal vs. Noise
    Most AI code review tools generate 10-20 comments per PR. The problem? 80% are noise. Here's a framework for measuring signal-to-noise ratio in code reviews - and why it matters more than you think. You open a PR. Your AI code review tool leaves 15 comments: "Consider making this timeout configurable" "Remove unused theme variable" "Use theme values for consistency" "Remove unnecessary optional chaining" "Consider memoizing headers" ...10 more suggestions Somewhere in there are 2 critical bugs that would crash production. Will you find them? Research analyzing 22,000+ AI code review comments across 178 repositories found that concise, focused comments were far more likely to lead to actual code changes [2]. Translation: when you spam developers with suggestions, they ignore everything—i…  ( 9 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    ‘Halloween II’ Podcast Recap The Ringer’s Bill Simmons, Chris Ryan, and Van Lathan dive headfirst into the 1981 sequel Halloween II (starring Jamie Lee Curtis and Donald Pleasence), admitting they’re still figuring out what death really means. Along the way, they quiz whether Michael Myers is the greatest horror movie villain of all time and reminisce about the film’s most rewatchable moments. They break the episode into three juicy segments—Is Michael Myers the GOAT Villain? (1:41), Most Rewatchable Scene (33:13), and The Categories (55:51)—with producers Craig Horlbeck, Ronak Nair, Chia Hao Tat, and Eduardo Ocampo keeping the conversation on track. Don’t forget to catch more Ringer content on The Ringer-Verse and Bill Simmons YouTube channels! Watch on YouTube  ( 6 min )
    Orgs with IDPs have the best DevEx hands down.
    Building an Effective Internal Developer Portal (IDP) with Backstage: A Game-Changer for Large Organizations Bal Reddy Cherlapally ・ Jan 18  ( 6 min )
    Media types (MIME types) in HTTP explained
    Media types (formerly known as a MIME types) is a standard way to describe the type and format of data being sent or received over the Internet. RFC 6838. email attachments but later adopted by HTTP and many other protocols. Example, when a web server sends a response: HTTP/1.1 200 OK Content-Type: text/html Hello, World! The header Content-Type: text/html tells the browser that the body contains HTML, so it should render it as a web page. A MIME/Media type consists of just two parts: a type and a subtype, separated by a slash (/) type/subtype The type is the general data category (e.g., video or text), while the subtype is the specific format within that category (e.g., html or plain for the text MIME type). For a complete list of all official MIME types, se…  ( 7 min )
    My hactoberfest this year
    Hacktoberfest has always been a nice start for contributors. This year I contributed into two repositories. I got two prs merged at forem/forem this year. I recently found out that there's actually a dev badge for contributing to forem as well. I hope I'll receive it too if someone notice the post haha 😄 The other repository I found was from the digital ocean's discord and I did some really meaningful contributions. The maintainer and I became good friends and he asked me if I wanna help him maintain the repository. So I was mostly maintaining the project alongside contributing to it as well. This year taught me how to properly manage a repository structure. how we can guide the contributors & how we help them get started. I've always been writing the structured code which is always good for others to understand and work on and I got really positive reviews from contributors as well that they really liked working on the issues that were assigned to them. I helped almost every contributor to do meaningful contributions, letting them know what exactly should we do clearly as communicating effectively is the key. I got one of my team member (friend) to get started with opensource and he's been really motivated to contribute more to opensource in the free time. I've even learnt some new tech alongside the working with open-source. contributing to forem helped me learn so many things how scalable products are made. Its really fun to study system designs :) At last I would say that this hacktoberfest has been really great for me. plus point is I got tees as well so I have something to show off too 😄 I hope u guys liked the post. I'm not really as good at writing but trust me, my code-bases are really clean & easy to navigate.  ( 6 min )
    Realm: The Dev Environment That Eliminates Terminal Chaos
    I have been using this little tool for a bit because I don't always get to have docker in some of the specialized environments or platforms I build for. I decided to polish it up and release it. Modern full-stack development is surprisingly complex: Multiple terminals: Frontend on port 3000, API on 4000, docs on 8080 Runtime management: Node 18 for one project, Node 20 for another Proxy configuration: Manually configuring nginx or setting up CORS Environment isolation: Global package pollution and version conflicts Process orchestration: Remembering which services to start in which order This complexity multiplies when you're working on multiple projects. Context switching becomes painful, and onboarding new developers means sharing a 50-step setup guide. Realm is a single CLI tool that re…  ( 10 min )
    Changing Screen Color on Tap — My Flutter Learning Journey
    As part of my Flutter learning journey, I explored how to handle state and user interaction using StatefulWidget and setState(). Today, I built a small app that changes the background color when the screen is tapped — red to green and back again. 💡 What I Learned How to use a StatefulWidget to store and update data that affects the UI. How to use setState() to rebuild widgets when something changes. How to detect user actions using GestureDetector. 🧩 The Code void main() => runApp( class homePage extends StatefulWidget { @override class __myHomePage extends State { @override Color getColor() { 🎯 What’s Next Next, I plan to: Add a smooth color animation transition. Display text like “Tapped!” when the color changes. Continue mastering StatefulWidget before moving to more advanced Flutter concepts. 💬 Final Thought Every line of code is a step forward. If you enjoyed this, follow my journey as I keep learning Flutter and Firebase step-by-step!  ( 6 min )
    JavaScript
    A post by jackma  ( 5 min )
    Pixel-Perfect Designs versus AI
    Artificial Intelligence I see the boom and I poke at AI. I've got a pretty good understanding of Artificial Intelligence (AI), Machine Learning (ML), and Data Science. I will NEVER say I'm an expert, but I can hold my own when necessary. My fear has always been misuse. I've heard stories ... People losing work. Databases getting deleted. Students using AI generated products and feeling the understand the content (code or otherwise). Is there a place for AI in the coding world? I firmly believe there is and that we're just beginning to scratch the surface of "good implementations." I also firmly believe that we've got more "poor implementations" than good. A friend of mine, someone that is a good developer, asked me to step in and help him learn CSS. This is a huge task, monumental. I sta…  ( 9 min )
    7 Systems to Win High-Paying Clients (and Keep Them!)
    How to move past the struggle for projects and create steady, high-value client work. Independent consultants often rely on introductions from their network to get their next client. They bill by the hour or by project scope. They close deals, but everything feels transactional and inconsistent. This is a plateau. Skill is strong, but long-term stability is missing. That’s why winning high-paying clients is key to building a successful consulting business. A single engagement can stabilize revenue, elevate credibility, and create new referral networks that keep paying off. These are the systems I’ve used to attract high-paying clients to my own consulting business, and coached other consultants on so they can do the same. Define What High-Paying Means for You High-value clients will look d…  ( 8 min )
    [Boost]
    The Future of Home Automation Just Arrived: 1X Technologies NEO Humanoid Robot shiva shanker ・ Oct 30 #robotics #futurechallenge #ai #devdiscuss  ( 6 min )
    Why index.html? The Unexpected Story Behind the Web's Most Famous Default File
    Ever wondered why every website's homepage is called index.html? Spoiler: it's not just a random choice, and the story is way cooler than you think. Picture this: you're learning web development, you create your first HTML file, and someone tells you, "Name it index.html." You do it without question. But then, maybe weeks or months later, you're lying in bed and suddenly think... "Wait, WHY index? Why not home.html? Or main.html? Or literally anything else?" Welcome to the club. Let's unpack this mystery together. Here's the plot twist: index.html has nothing to do with indexing your website's content. The name comes from the concept of an index in the old-school, library sense (you know, like the index at the back of a book or a library card catalog). Back in the early 1990s, when Tim Be…  ( 9 min )
    Headless CMS Integration: Building Flexible, API-Driven Digital Infrastructures
    In an era where businesses operate across multiple digital channels — from websites and mobile apps to IoT devices and progressive web experiences — one principle defines success: flexibility. Rigid, monolithic architectures can no longer keep up with the pace of change. What organizations need is an adaptable, API-first approach to content and commerce. That’s where Headless CMS Integration steps in. Developers and digital teams around the world are embracing headless systems because they remove the limitations that once slowed innovation. With decoupled content delivery and seamless integrations, businesses can build faster, scale smarter, and future-proof their digital experiences. At its core, a Headless CMS is a content management system that doesn’t dictate how content is presented. …  ( 9 min )
    We're Automating Humanity Away (And Burning the Planet Doing It)
    It seems like everywhere you turn, every company is trying to force AI down your throat and tell you just how much you need it. Searching Google? Let AI come up with the answer... Which would be great, except for the technical things I'm typically searching, it's wrong 80% of the time. It's maddening. Writing a post to LinkedIn? Let LinkedIn AI write it for you! Ugh, no, it loses the tone and my voice. Which isn't good or "refined" but it's... human. To be honest, I think the thing that frustrates me most about AI is that it's SO CONFIDENTLY wrong. And when I try to correct it, "You're absolutely right! Let me fix that." The agreeableness of AI drives me mad. Sometimes I just wish it would acknowledge it DOESN'T know the answer. That being said, Apple released research explaining why these…  ( 9 min )
    Aurora DSQL, una alternativa a PostgreSQL
    Introducción Aurora DSQL de Amazon es una base de datos relacional distribuida y sin servidor, diseñada para manejar cargas de trabajo transaccionales de forma eficiente. Permite crear clústeres en una sola región o en múltiples regiones, conectarse a ellos y cargar esquemas de ejemplo. A través de la consola de administración de AWS y la herramienta psql, los usuarios pueden interactuar con la base de datos. Al finalizar la configuración, se obtiene un clúster de Aurora DSQL completamente funcional, listo para usarse en entornos de prueba o producción. Según la documentación, Aurora DSQL es compatible con ORMs y otras herramientas comunes utilizadas para interactuar con bases de datos en aplicaciones backend. En los ejemplos que se presentan a continuación, se mostrará de manera rápida …  ( 10 min )
    Contribution Chronicles: My Epic Hacktoberfest 2025 Adventure 🚀
    This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles Hey, folks! I'm Anirudhha, and this October has been a whirlwind — a firestorm of coding, learning, epic late nights, and pure developer joy. Buckle up, because this blog reflects every high and low, every victory, and every bug squashed during my Hacktoberfest 2025 ride. I joined Hacktoberfest hunting for projects that spark growth and creativity. After exploring issues on GitHub, my top two picks were: 100 Lines of Python Code: Build anything fun in just 100 lines! React Newbie Helpdesk: Perfect for flexing my frontend muscles and learning from real-world challenges. Why? I wanted projects blending community, mentorship, and technical impact. One challenge was optimizing code for …  ( 7 min )
    Rouille – Rust Programming, in French
    I recently stumbled into the world of Rust—or, as they say in French, "Rouille." And let me tell you, it’s been a wild ride! Ever wondered why so many developers are jumping on this bandwagon? I mean, Rust isn’t just a trend; it’s making waves for a reason. I’ve spent countless evenings diving into its features, and I can’t wait to share my journey, a mix of excitement, confusion, and those "aha!" moments. So, let’s start with the basics. I was knee-deep in Python and JavaScript, vibing with their simplicity and flexibility, but I kept hearing the praises of Rust echoing in every tech podcast and blog. People were raving about its speed and memory safety. I thought, "What if I told you that low-level programming could be both safe and efficient?" Cue my curiosity! When I finally plunged in…  ( 9 min )
    What is switch?
    The switch statement is used to check multiple conditions and it runs different code block based on the matching value. If you use more number of if-else-if statements and you use a switch statements. If you use a switch statement the cleaner code, easy to understand. let day; switch(day) { case 1: console.log("Sunday") break; case : console.log("Monday") break; case 3: console.log("Tuesday") break; }  ( 6 min )
    Frontend System Design: Facebook News Feed
    🧠 System Design: Facebook News Feed (Frontend) System Design: Facebook News Feed (Frontend) 1. General Requirements Top Level Layout Story Component StoryCard Comment Component CommentList Create Comment Component CreateComment Component Hierarchy 3. Data Entities 4. Data APIs 5. Data Store (Frontend State Management) 6. Infinite Scrolling (Old Feeds) 7. Real Time New Feeds via SSE 8. Complete Feed Flow A. Network Performance B. Rendering Performance C. JS Performance 10. Accessibility (A11y) 11. Example Flow: Combined Infinite Scroll SSE 12. Endpoint Summary Final Summary Display feed/stories from people the user follows. User can create posts (text, image, video). Users can Like, Share, and Comment. Should support Infinite Scrolling: Fetch older feeds as you scroll down. Show new …  ( 9 min )
    Open Source Reflections: My Hacktoberfest 2025 Journey
    This is a submission for the 2025 Hacktoberfest Writing Challenge: Open Source Reflections Hello everyone, I’m Anirudhha Adak — a web developer, open source enthusiast, and active participant in Hacktoberfest. Here’s a reflection on my open source journey throughout Hacktoberfest 2025, how it all began, and my thoughts for the future. This month was all about meaningful contributions! My focus was on the 100 Lines of Python Code challenge — an exciting community project where developers build creative mini-tools within 100 lines. I also worked on various JavaScript and React issues, sharpening my frontend and backend development skills. Each pull request I submitted was a unique learning experience: from debugging tricky modules to collaborating with maintainers on feature improvements. H…  ( 7 min )
    The Strategic Role of MSPs in Cybersecurity: What Developers and Tech Leads Should Know in 2025
    In 2025, cybersecurity isn’t just a compliance checkbox—it’s baked into system design, deployment pipelines, and incident response workflows. As organizations accelerate cloud adoption, embrace remote collaboration, and integrate third-party services, the attack surface has expanded far beyond the perimeter. For engineering teams—especially in small or mid-sized companies without dedicated security staff—this creates a gap between what’s built and what’s protected. This post is inspired by original analysis from AI Cyber Experts and reframed for developers, DevOps engineers, and tech leads who need to understand how modern Managed Service Providers (MSPs) can complement (or even extend) their security posture. Why MSPs Matter to Technical Teams MDR/XDR with EDR agents on dev workstations and build servers Real Incidents, Real Lessons Change Healthcare (Feb 2024): A third-party remote access tool became the initial vector—underscoring supply chain risk in vendor integrations. Evaluating an MSP: Technical Criteria That Matter Do they integrate with your existing stack (SIEM, IAM, cloud providers)? Beyond Defense: Enabling Safe Innovation Reducing firefighting from preventable breaches Looking Ahead AI-driven anomaly detection in CI/CD pipelines Final Thought For additional context on evolving cyber strategies, refer to resources from AI Cyber Experts.  ( 8 min )
    Stop Typing the Same Thing Over and Over – Let AI Do It for You
    Ever find yourself writing the same replies over and over again? Yeah, me too. That's why I created Smart Reply Assistant, a Chrome extension that uses AI to suggest automatic replies for you. Gives you 5 smart reply options for any message Adjusts the tone – professional, casual, short and sweet, whatever you need Works with OpenRouter's AI models (even the free ones) Your API key, your control – totally private Easy to set up on cloud services or run locally Who's it for? Anyone tired of repetitive messages – freelancers juggling clients, support teams answering tickets, or just regular people who want to reply faster without sounding like a robot. Chrome extension (Manifest V3) Node.js backend Powered by OpenRouter API Install the extension Hook up your backend (or use Docker locally) 🔗 Grab it on GitHub: https://github.com/mahmud-r-farhan/smart-reply Could you stop wasting time on repetitive replies? Let AI handle the heavy lifting while you focus on what actually matters.  ( 6 min )
    Game Dev Digest — Issue #304 - Optimization, and more
    Issue #304 - Optimization, and more This article was originally published on GameDevDigest.com Enjoy! New Unity 6 profiling and performance e-books are live - Hey all. Your friendly neighborhood Unity Community Manager Trey here again. Earlier this year we updated our full suite of profiling and performance optimization e-books for Unity 6, and they’re all free. If you're working on anything with complex performance needs, these guides are packed with actionable examples and Unity consultant-backed workflows. Whether you're targeting console, PC, mobile, XR, or web, there’s something in here for you. old.reddit.com Market Insights Calculator - PlatformFirst, describe your game. What's the genre and where will people play it? This helps to see where your game fits in the market and est…  ( 34 min )
    Bryan Bros Golf: Can We Make Cut in Return to Pro Golf? (International Series)
    Can’t wait to be back in pro golf for an Asian Tour International Series event—our main goal? Make the cut and have a blast sharing every shot with you. Subscribe to the newsletter, hop into our Discord or catch us live on Twitch to stay in on all the behind-the-scenes fun. We’re putting gear from Foresight Sports, Bushnell, LAB Putters, Takomo, Rhoback and Bruce Bolt Gloves to the test (plus hooking you up with discount codes!). Don’t forget to follow on YouTube, Twitter, Facebook and Instagram for all the highlights and bloopers. Watch on YouTube  ( 6 min )
    Jeff Su: The Productivity System I Taught to 6,642 Googlers
    Jeff Su spent nine years teaching over 6,600 Googlers his slick CORE productivity system: Capture everything the moment it pops up, Organize with zero fuss, Review on a set schedule, and Engage by carving out dedicated execution time. It syncs with any app or tool you already love, kicks in as habit in about two weeks, and saves you from the “I’ll remember this later” trap. No more relying on willpower alone—just a clear, four-step loop that turns random ideas and tasks into a stress-free, actionable plan. Whether you’re using Notion, Google Keep, or good ol’ pen and paper, CORE helps you stay on top of every to-do without breaking a sweat. Watch on YouTube  ( 6 min )
    Design Patterns #12: Let the Visitor In — A Deep Dive into the Visitor Pattern.
    Hello, everyone. Today, I want to discuss a pattern you might have encountered, even though it's not very common. This pattern is rarely used, but let's take a closer look at it. We'll explore when it should be applied and examine its advantages and disadvantages. The main point of this pattern is that it allows you to separate an algorithm from the object structure. In other words, if you have a complex class hierarchy and want to perform different operations without modifying these classes, the Visitor pattern is ideal. For example, consider having employees of two types: full-time and contractors. You may want to calculate taxes for each group, generate reports, or compute bonuses. Instead of adding new methods to every employee class, you can use the Visitor pattern to implement these…  ( 14 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins is back to roast Tim Burton’s black-and-white canine resurrection tale in under 15 minutes, gleefully pointing out every plot quirk, pacing hiccup and “science” fail—even though they secretly adore the movie. Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel all chip in their sinning talents to ensure no eyebrow goes unraised. While you’re giggling at their nitpicks, you can stalk them on Twitter, Instagram, TikTok and Reddit, join the Discord, vote in their sinful poll, dive into their other YouTube channels (@TVSins, @commercialsins), or back the team on Patreon for more hilariously unhinged movie dissections. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
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    How to protect your intellectual property as a startup
    You have just started a business or are planning to launch your own tech startup. Amazing! But before you move too fast, take a minute and think—what really sets your company apart? Most likely, it’s your ideas, your technology, your unique brand. All of that is your intellectual property (IP). Safeguarding your IP is one of the smartest moves you can make early on. If you don’t, someone else could claim your best work, leaving your company exposed and vulnerable before it even gets off the ground. Here’s what every founder needs to know about protecting IP. What is intellectual property and why does it matter? Intellectual property is a legal term for creations of the mind—your inventions, product designs, brand name, logo, marketing materials, software, even processes or trade secrets. S…  ( 9 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
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    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Predator 2 hit theaters in 1990 to ride on the first film’s success, swapping Schwarzenegger’s jungle for Danny Glover’s crime-ridden, heat-wave–soaked LA. A new, nastier Predator awaits, and a surprise Gary Busey cameo adds an extra twist. It’s not a shot-for-shot reboot of the original, but if you’re cool with an urban spin on the hunt—and don’t mind a bit of chaos—it’s a fun, fresh take on the franchise. Watch on YouTube  ( 6 min )
    Differences between ArrayList and LinkedList in Java
    Learn the key differences between ArrayList and LinkedList in Java with easy examples, use cases, and best practices to master Java collections confidently. Imagine you’re organizing a queue of people at a concert. Sometimes you need quick access to the fifth person in line, and other times, you just need to add or remove people from the queue efficiently. In Java programming, these real-life situations are handled by two powerful data structures — ArrayList and LinkedList. Both are part of the Java Collections Framework, and both implement the List interface. But the way they store and manage data is very different. Understanding when to use which one can make your Java programs faster, more memory-efficient, and easier to maintain. In this blog, you’ll learn the core differences between …  ( 8 min )
    Medium Hid My Subscribers: Why You Must Own Your Audience
    Medium Just Made Your Audience Invisible Let me tell you about the email I can't send. I've been writing on Medium for five years. Built up a decent following—nothing spectacular, but real people who clicked that "notify me by email" button because they wanted to hear from me specifically. Then one morning in April 2025, Medium changed the rules. Quietly. No announcement. No migration plan. Just a single line buried in their help docs: "Email addresses are no longer shared with writers when readers subscribe to receive email notifications about stories from a writer." Just like that, everyone who subscribed after April became invisible. I was setting up my own newsletter. Not to leave Medium—I still valued the platform—but to have my own channel. A backup. A direct line. You know, like e…  ( 12 min )
    New Feature Alert: Cost Tracker
    Product update from the CloudWise journey Many users struggled to monitor AWS spending in real-time, leading to unexpected bills. This came up repeatedly in user feedback, so I knew it needed to be prioritized. The feature includes: Real-time spending alerts Custom budget thresholds Detailed cost breakdowns Built using AWS Lambda and CloudWatch for seamless data aggregation and notifications. Users reported cutting costs from $2000/month to $200 by actively monitoring and adjusting workloads. Building this feature taught me: User feedback trumps personal roadmap preferences Simple solutions often work better than complex ones Shipping quickly beats perfect implementation Check out Cost Tracker in your CloudWise dashboard today! Always curious what the dev community thinks - what features would you find most valuable in an AWS cost optimization tool? Follow along as I build CloudWise in public. More updates coming soon!  ( 6 min )
    Returning HTTP 404 Responses Instead of 403 for Unauthorised Access
    Introduction When building a web application, you typically add authorisation checks to ensure that users can only access resources they are permitted to. For example, on a blogging platform, you'd want to ensure that users can only edit or delete their own posts, and not the posts of other users. If a user tries to access a resource they aren't authorised to, you'd typically return an HTTP 403 response, which pretty much means "Go away! You're not allowed to do that!". But in this article, we're going to discuss the idea of returning an HTTP 404 response in these situations instead. We'll also look at how to implement this in a Laravel application, and some of the things you should consider before doing so. Typically, when you return an HTTP 403 response, you're indicating that the reso…  ( 11 min )
    PET Scan Price in Delhi – Affordable and Transparent
    When a doctor recommends a PET scan, one of the first questions patients often ask is about the PET scan price in Delhi. Understanding how much the scan costs and what factors affect the pricing can help you plan better. Delhi offers several advanced diagnostic centres that perform PET scans at different rates, but it’s important to choose a centre that provides both accuracy and transparency. A PET scan (Positron Emission Tomography) is a type of imaging test that helps doctors see how your body’s organs and tissues are functioning. It uses a special radioactive tracer to highlight activity in cells, giving detailed information that other scans like CT or MRI may not provide. This test is especially useful for detecting cancer, heart disease, and brain disorders. Because of its accuracy, …  ( 8 min )
    Check this Xlorin AI 🤖
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    Modern C# Development: Target-Typed `new`
    Hi lovely readers, Have you ever found yourself typing the same type name twice when creating an object in C#? For example Person person = new Person(); feels a little repetitive, doesn’t it? Modern C# fixes this small annoyance with a simple but powerful feature called target-typed new. It helps you write cleaner, shorter, and more readable code while keeping everything strongly typed. In this blog post, we are going to explore target-typed new, when to use it, and how it can make your code a little bit nicer to look at. Does your application create a lot of objects? Do you like tidy syntax and less typing? Continue reading and I’ll show you how. new Cleaner code Target-typed new lets the compiler infer the type from the context. You no longer have to repeat it. // Before Person p…  ( 8 min )
    🎃 10 Scary Lines of Code I Wish I Never Wrote 💀
    Ever opened your old project, looked at a line of code, and thought… “Who the hell wrote this mess?” …and then Git calmly whispered: “It was you. Two years ago.” 😅 Been there. Many times. good sign! So instead of crying over past monstrosities, let’s laugh at them together 😂 “legendary” mistakes — maybe you’ll recognize a few of your own. 1️⃣ text-align: left; that’s how you center things 😅 2️⃣ console.log('DEBUGGING...'); 3️⃣ if (this.isAdmin) { giveAllPermissions(); } trust? 💀 4️⃣ setTimeout(() => doSomething(), 10000); still running strong 💪 5️⃣ border: 1px solid red; 6️⃣ document.querySelector('#id').innerHTML = userInput 7️⃣ Array(10).fill({}) 8️⃣ window.location.reload() 9️⃣ style="position:absolute;top:0;left:0;width:100vw;height:100vh;" 🔟 git reset --hard HEAD~1 HEAD~1 was… instantly regretted 🪦 // quick fix for demo 💬 Your turn! your most cursed line of code? 😏 👋 I’m Sylwia, I break code so you don’t have to. https://sylwialask.substack.com/  ( 7 min )
    How to Build a Tournament Generator
    Organizing tournaments can be surprisingly complex - from scheduling matchups to tracking winners, managing multiple formats, and keeping everything visually clear. That's where a tournament generator or bracket maker comes in. In this post, we'll go over how you can build a bracket generator that helps users easily create and manage tournaments for sports, gaming, and community events - all in one streamlined took. Whether you want to create a simple single elimination bracket or a full-featured tournament management app, this guide covers the key steps. Before writing any code or designing screens, start with the logic of the tournament itself. Most tournament bracket generators include several main formats: Single Elimination - once you lose, you're out. Double Elimination - a second ch…  ( 8 min )
    🧠 Learn Flexbox the Fun Way — Flexbox Zombies
    Flexbox is powerful — but mastering it feels like fighting hordes of CSS rules. Instead of relying solely on cheat sheets or guessing in dev tools, why not level up your skills? Flexbox Zombies lets you build flex layouts through gamified, zombie-themed challenges Each level forces you to use a flex property correctly (e.g. justify-content, align-items, flex-wrap) to survive the horde. 🎮 Play to learn. 🧩 Turn confusion into clarity. 📚 When the CSS army attacks, you’ll know how to defend with confidence. 🔗 flexboxzombies.com  ( 6 min )
    Hacktoberfest Contribution: Hiero SDK Python
    For this week’s Hacktoberfest contribution, I worked on improving documentation for the Hiero SDK Python project. The repository provides a set of tools and abstractions for handling tokens and custom fees in the Hiero network. I found an open issue titled "Add module, class, and method docstrings to custom_fee.py". The maintainers wanted comprehensive Google-style docstrings for the CustomFee abstract base class and its methods. The goal was to improve readability, contributor understanding, and maintainability. I had to first ask if I can contribute to the project and await approval before proceeding. I forked and cloned the repository from Github and created a new branch called issue-680-docstrings-customfee. I later on added a module level docstring describing the purpose of the file and completed the issue requirements. I then committed and pushed the changes to my fork and opened a pull request to the main repository. This issue helped me practice writing Google-style docstrings consistently, understand how abstract base classes work in Python and enhance my skills in GitHub contributing to another open source repository. I appreciated how clear documentation improves project accessibility for new contributors. Overall, this was a smooth one. I had to search on how to add a GPG key on GitHub as I did not have one and this was a requirement in the owners contributing.md file as well as DCO signing. I understood this was to ensure professional collaboration and I liked it a sit was my first time ending up with signed commits.  ( 6 min )
    How to push an empty commit?
    Have you ever tried to push a commit to a Git branch without changing any files in order to re-run your integration process? If yes then you are at the right corner. git commit --allow-empty -m “Message” For continuous integration, we are using AWS CI/CD delivery pipelines which allow us to build, test and deploy applications on a single push to a specific git branch. It helps us to reduce the manual overhead of deploying code to the server and handle all the actions automatically. But today I faced a problem where I needed to re-run my delivery pipeline of a branch without adding any extra space or changing any files in the repository, so I searched for the solution for a while and It turns out that Git is allowing us to push an empty commit without adding any staged files to the branch, by using one option --allow-empty during git commit. Enough of the problem, let’s jump on to the solution git add . git commit -m "changes on app controller" git push origin master The above commands will add all unstaged files and add commit and push the code to the master branch, after that our delivery pipeline will be started. Once the pipeline process fails or you need to run the process again, you will have to push something to the branch but as I mentioned earlier, we will not make any changes to the files, and even then, We will be able to commit the branch with this command. Pushing empty commit git commit --allow-empty -m "rerunning the delivery pipeline" git push origin master After the above commands, you can see that the commit has been pushed to your branch and the delivery pipeline will be started.  ( 7 min )
    🚫📩 Build a Spam Message Classifier with Python (Step-by-Step for Beginners)
    Hey there! 👋 I recently finished Kaggle’s Intro to Machine Learning course, and to put my new skills into practice, I built a Spam Message Classifier — an AI that can tell whether a text message is spam or not. If you’ve ever wondered how Gmail filters spam emails automatically, this post will help you understand how that works (and how you can make one yourself)! Don’t worry if you’re starting from zero. I’ll explain everything line by line — no background knowledge required. 🧠✨ How to train a simple AI model to detect spam messages How to clean and prepare a dataset How to evaluate your model’s performance Why learning this is useful and where you can go next Let’s start by importing the tools we’ll need. import pandas as pd import numpy as np from sklearn.model_selection import train…  ( 8 min )
    All About EIP-7702 infrastructure
    At Etherspot’s recent X Space, “All About EIP-7702 Infra,” voices from the Ethereum Foundation, Optimism, and PillarX joined to explore the purpose, architecture, and future of the EIP-7702 infrastructure. The discussion shed light on how it enhances the experience for existing externally owned account (EOA) users, strengthens Ethereum’s decentralization, and fits into the broader account abstraction roadmap. Kicking off the conversation, Tom Teman from the Ethereum Foundation addressed a common question: how EIP-7702 relates to ERC-4337. “7702 is a great solution for existing EOAs, for users who already have wallets and assets. It allows them to upgrade their experience without changing accounts,” said Tom. “For new users, however, ERC-4337 remains the better starting point.” While the tw…  ( 8 min )
    🗂️ Wallet-as-a-Service: Why Building Your Own Wallet Is So 2025
    Let’s be honest - not every fintech or Web3 startup needs to reinvent the wheel (or the wallet). In 2025, Wallet-as-a-Service (WaaS) has become one of the smartest infrastructure choices for businesses that want to integrate crypto without drowning in backend chaos. When I first explored WaaS integrations for a project, I was skeptical. How secure could it really be if someone else manages the private keys? Fast-forward a few months, and I realized something simple but profound - WaaS doesn’t replace control, it replaces complexity. At its heart, WaaS is like Stripe for digital assets - an API-driven service that lets companies launch crypto wallets instantly, without touching the messy parts of blockchain infrastructure. Instead of spending months on key management, node maintenance, or c…  ( 7 min )
    How to Evaluate a Developer’s Capability to Implement AI Automation in Business Workflows
    We are moving towards tech tech-driven year 2026, and now a developer’s capability to implement AI automation is not defined by coding skills alone. The true test lies in how well they connect AI technology with business objectives to deliver measurable results. You can consider the following points in evolving developers’ capabilities to implement ai automation in business workflows. 1. Technical Foundation 2. Business Understanding 3. Problem-Solving and Adaptability 4. Collaboration and Communication A reliable AI staffing agency can help organizations find developers who blend technical depth with strategic thinking. This combination ensures AI automation drives real business outcomes, not just technical innovation.  ( 7 min )
    Performance Issues in Web Services: A Practical Guide to Identification and Resolution
    In the realm of web development, performance is frequently treated as an afterthought—a quality to be optimised after core functionality is delivered. This approach, however, is fundamentally flawed. Performance is not a feature; it is a foundational requirement, as critical as security, accessibility, or functional correctness. Clients may not explicitly demand a response time of ‘X milliseconds,’ but they will undoubtedly express dissatisfaction if a site feels sluggish or unresponsive. This guide provides a structured approach to integrating performance thinking into the development lifecycle, ensuring that web services are robust, efficient, and scalable from the outset. The most effective method for ensuring high performance is to consider it during the initial architecture and design…  ( 10 min )
    🌱 My First Hacktoberfest: How Open Source Changed the Way I See Code
    This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles. This October, I did something I’d been planning for years — I participated in Hacktoberfest 2025, my first ever open-source event. 🌍 I didn’t know what to expect. I just knew one thing — it was time to stop being a spectator and start being a contributor. Before Hacktoberfest, I had only worked on personal projects and tutorials. I’d seen open-source repos with hundreds of contributors, and I always thought: “That’s for pros — not for someone like me.” But this year, I wanted to prove myself wrong. So I made a simple rule: 👉 Don’t aim to be perfect. Aim to participate. And that mindset changed everything. Here’s my proudest digital moment — the badge that marks the start of something bigger…  ( 8 min )
    Worker Pools in Go: The Minimal Pattern I Use for High-Efficiency Concurrency
    Ever felt that surge of panic when you have 10,000 tasks to run? // The "Oh No" Pattern ...And just like that, you've accidentally DDOSed your own database, hit every rate limit imaginable, or maxed out your CPU. I’ve been there. The system grinds to a halt. What we need is not an uncontrolled flood; we need a disciplined factory. We need a Worker Pool. And in Go, you can build a robust, minimal pool using just three core components: a channel for the jobs, a sync.WaitGroup for control, and a for...range loop to run the workers. The "Factory" Components Instead of hiring a new "worker" (goroutine) for every single task, we'll hire a fixed crew of 5-10 workers and give them a conveyor belt (the channel) of tasks. The "To-Do List" (Jobs Channel): This is our conveyor belt. Tasks get put on…  ( 8 min )
    From Unity to Godot: My Journey with No Escape?! and Open-Source Projects
    A few years ago, I developed No Escape?!, originally built in Unity as a fast-paced infinite runner inspired by classic arcade reflex games. In September 2023, Unity announced a new runtime fee model, charging developers a fee per install once certain revenue and install thresholds were exceeded. This made me question the long-term sustainability of staying in that ecosystem. Even though Unity later reversed the policy, the event served as a wake-up call. I decided to rebuild the game from the ground up in Godot 4, using C# instead of Unity. This was a significant challenge and a great learning experience, particularly when adapting gameplay systems, input handling, and Android integrations to Godot’s open-source workflow. Rebuilding the game helped me appreciate how lightweight, flexibl…  ( 7 min )
    🎃 10 Spooky Engineering Antipatterns That Haunt Your Codebase (And How to Exorcise Them)
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    A Dashboard About Scammers, Telemarketers, My Cellphone, and Who Annoys Me Most
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    Understanding E Supply Chain Components: A Complete Guide for Modern Businesses
    Today, in the modern digital age, supply chains are no longer about simply transporting goods from point A to B; it's increasingly about using technology to enhance operations, visibility, and decision-making. This is exactly where the components of an e-supply chain come into place. But what are these e supply chain components, and why are they so important in today's business concerns? This guide explores the essential elements that constitute an electronic supply chain. E Supply Chain Component e-supply chain components are the different digital tools, platforms, and processes incorporated within every step of the supply chain. These components enable a business to efficiently manage procurement, production, inventory, logistics, and customer relationships. It means that by understand…  ( 8 min )
    ServiceNow Roles and Responsibilities: Complete Guide for 2025
    ServiceNow roles and responsibilities form the backbone of effective IT Service Management (ITSM) in modern enterprises. As a leading ITSM platform, ServiceNow helps organizations streamline workflows, automate processes, and enhance IT operations. Clearly defined roles from system administration to development and process management promote efficiency and accountability, allowing teams to maximize the platform’s potential and deliver faster, more reliable IT services. In fact, ServiceNow is projected to maintain roughly 44.4% of the global ITSM market share over the forecast period 2024–2029, underscoring its dominance and trust in the industry. Whether it’s configuring modules, managing incidents, or creating automated workflows, knowing the specific ServiceNow roles allows teams to leve…  ( 13 min )
    Rick Shiels Golf: Our Best Golf Challenge EVER
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    Jeff Su: The Productivity System I Taught to 6,642 Googlers
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    ETF Basics for Engineers: A No-Jargon Guide to Long-Term Investing
    If you’re an engineer, you already understand systems, scalability, and optimization. What you may not realize is that those same principles apply directly to investing — especially when it comes to ETFs. Exchange-Traded Funds (ETFs) are one of the most efficient ways to grow wealth over time. They’re structured, automated, and designed for consistency — the same traits that make good code reliable. Here’s a simple, engineer-friendly breakdown of how ETFs work, why they matter, and how to use them as your foundation for long-term financial growth. What Exactly Is an ETF? An Exchange-Traded Fund (ETF) is a collection of stocks, bonds, or other assets bundled into one investment that trades on the stock market — just like a share of a company. If you buy one share of an ETF, you’re automat…  ( 8 min )
    Building the Future of Entertainment Tech: Inside Wimberly Media’s Innovation Culture
    Dennis Wimberly, founder and CEO of Wimberly Media, is redefining what innovation means in the entertainment industry. Known also as DJ Wimberly, he’s built a culture where creativity meets technology — a space where ideas turn into platforms that reach audiences around the globe. Under his leadership, Wimberly Media, along with Hitmakers Radio and Global Media Inc, has evolved into a powerhouse of digital entertainment, inspiring a new generation of media entrepreneurs. The Foundation of Innovation at Wimberly Media The story of Wimberly Media begins with a simple vision: to use technology as a bridge between creators and their audiences. Dennis Wimberly understood early on that the future of entertainment would depend on data-driven storytelling, AI integration, and human creativity. “In…  ( 7 min )
    Why Guest Contributions Are the Future of Digital Storytelling
    In today’s dynamic digital landscape, storytelling has become the backbone of brand communication. Businesses, bloggers, and creators are constantly searching for fresh ways to connect with audiences, share authentic experiences, and build credibility. One trend that’s reshaping the way stories are told online is guest contributions — a collaborative approach where individuals or brands contribute content to external platforms. content collaboration. Let’s dive deep into how this approach is transforming digital storytelling and why it should be part of your content strategy moving forward. ** ** ** ** **From an SEO standpoint, guest contributions are gold. High-quality guest articles often include backlinks to your website, improving your search engine rankings and domain authority. ** *Guest contributions are not just about one-time content exchanges — they’re the foundation for lasting professional relationships. 8. Humanizing Your Brand ** ** ** ** Guest contributions are not just a marketing trend — they’re a paradigm shift in how stories are shared and consumed online. By combining creativity, expertise, and collaboration, this approach empowers brands to reach wider audiences, enhance credibility, and craft authentic stories that resonate. The future of digital storytelling lies in content collaboration — where ideas are co-created, audiences are shared, and value is multiplied. Whether you’re a business, creator, or thought leader, embracing guest contributions is the next step toward building meaningful, impactful, and human-centric digital narratives. In the ever-evolving world of content, collaboration isn’t just an option — it’s the future.  ( 10 min )
    The Developer’s Focus Problem: Why Your To-Do App Is Failing You (and What Actually Works)
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    Προσθήκη Fluent Validator step by step
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    Creating a Maintenance Page using a Cloudflare Worker
    Last night, an Azure outage took down several sites my company maintains. While the servers were running, a critical downstream service — the headless CMS, Umbraco Cloud — was down. The result? Users saw a blank page. They did what any of us would do: they refreshed, and refreshed again. This flood of requests hammered the services, even though the root cause was elsewhere. When a site's availability depends on other services, it is vulnerable to their downtime. A simple, robust maintenance page served from the edge is a cost-effective solution to this problem. It provides a clear, calm message to users, letting them know we're aware of the issue and working on it. This — hopefully! — stops the frantic refreshing that can overload the infrastructure. This article will guide you through cre…  ( 8 min )
    7 AI Study Workflows Developers Use to Learn Faster (Prompt Recipes Included)
    Every developer knows the frustration of trying to learn a new framework or library under time pressure. Tutorials are too long, docs are too dense, and by the time you finish reading, the syntax has already changed. The smartest devs in 2025 aren’t learning harder — they’re learning smarter, with AI-powered workflows that automate everything from note-taking to code explanation. Here are seven proven AI study workflows that can help you learn faster, retain more, and build skills that actually stick. 1. The “Explain Like I’m Five” Debug Loop Whenever you hit a bug, don’t just paste the error into ChatGPT or Coursiv’s AI tutor — ask it to explain why it happened in the simplest possible terms. Prompt example: “Explain this error like I’m five. Then give me one beginner-friendly and one a…  ( 8 min )
    Never Forget a Thing: Building AI Agents with Hybrid Memory Using Strands Agents
    When using (and building) AI agents, I kept running into the same frustrating problem: as conversations grew longer, my agents would either lose important details from earlier in the conversation or hit context limits and crash. The standard solution—a sort of aggressive summarization—worked for maintaining context flow, but it created a new problem: those summaries were lossy. Important details, specific numbers, exact quotes, and nuanced context could vanish into their generalizations. I needed something better: a memory system that could maintain conversation flow through intelligent summarization while preserving the ability to retrieve exact historical messages when needed. After researching the broad topic of context engineering, I built a proof-of-concept Semantic Summarizing Conver…  ( 14 min )
    Mastering Full-Text Search: Why Tools Like OpenSearch, Elasticsearch, and Meilisearch Matter
    Search is everywhere, whether you’re looking for a product on Amazon, a tweet on X, or a log entry in your system. But not all searches are created equal. A simple SQL LIKE '%term%' query just doesn’t cut it when your users expect lightning-fast, typo-tolerant, and contextually smart results. That's where full-text search engines like OpenSearch, Elasticsearch and Meilisearch come in. In this article, we’ll explore why full-text search matters, how it works behind the scenes, and walk through a hands-on Meilisearch example you can run locally using Docker, Postman, or any other tool capable of making HTTP requests such as cURL. Full-text search allows users to find relevant results based on textual content and not exact matches. Instead of scanning through every record in a database, searc…  ( 10 min )
    Build Your Own Forum with FastAPI: Step 8 - Full Text Search
    In the previous article, we implemented a basic permissions system for our forum, supporting "administrator" and "user banning" capabilities, laying the groundwork for a healthy community. As the forum accumulates more content, users might find it difficult to locate old posts they are interested in. A new requirement is emerging: shouldn't there be a search function to help users quickly find the articles they want to read? In this article, we are going to add a full-text search feature to our forum. If you have some knowledge of SQL, you might be thinking: can't we just use a LIKE '%keyword%' query to implement search? For simple scenarios, this is indeed possible. But LIKE queries perform extremely poorly when dealing with large amounts of text and cannot understand linguistic complexit…  ( 11 min )
    The Hidden Power of Batch Background Remover Tools for Content Teams
    In the fast-changing world of content creation, images and videos are key to making sure your message is successful. For teams that work on creative and marketing projects, it's really important to have images that are always of the same high standard. But editing these images by hand takes a long time. That's where a Batch Background Remover Tool can really help. These tools can handle hundreds of images at once. They remove distractions, fix the edges, and get the visuals ready for campaigns. For busy teams, it means less time editing and more time coming up with creative ideas. Today's digital world relies heavily on images. Every campaign, social media post and e-commerce listing relies on images that look professional and consistent. It's hard to keep up with demand for speed and accu…  ( 11 min )
    OSpark: Building Event-Driven Streaming Responses with MiroMind's MiroFlow Foundation
    Introduction OSparkApi, a universal intelligent agent orchestration system built upon MiroMindAI's open-source MiroFlow project, centers its innovation around one critical capability: sophisticated event-driven streaming response processing. This architecture, rooted in MiroFlow's robust foundations, enables seamless handling of dynamic agent interactions while maintaining exceptional flexibility and scalability. Leveraging MiroFlow's architectural principles, OSparkApi adopts an event-driven architecture where all state changes flow through well-defined event streams, creating a loosely coupled ecosystem where components interact via standardized events. Core Event Type Definitions: ThreadStreamEvent = Annotated[ ThreadCreatedEvent | ThreadUpdatedEvent | ThreadItemAddedEvent | …  ( 8 min )
    Rick Beato: Live Tour Update from Norway
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    Introducing Caelus
    It's not often you finally build something you've been dreaming about for more than a decade. While what I'm presenting today is far from complete and still only offers a few features, the way it is built is an achievement I have been dreaming of for many years. You open your favourite weather app. It tells you the Sun will rise at 07:34 today, and you trust it. There's no reason not to. But how does it know? Then, you change your location to see how the weather is in another part of the country, and you realise the sunset time is different. Finally, you also realise the app tells you what is the current Moon phase, and when the next full Moon will happen. How does it know what will happen tonight, tomorrow, a year from now? I wasn't satisfied with simply coding and manipulating astronomic…  ( 8 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    CinemaSins just dropped a snark-filled, 14-minute roast of Frankenweenie as it zaps back into theaters—counting every quirky plot twist and gothic pet-resurrection moment with their trademark mix of sarcasm and admiration for Burton’s stop-motion gem. Craving more sin-splaining? Cruise over to cinemasins.com, take their quick poll, or back them on Patreon. You can also join the party on Discord, Reddit, Instagram, TikTok and all their spin-off YouTube channels for your daily dose of cinematic nitpicking. Watch on YouTube  ( 6 min )
    How Does React's useEffect Really Work?
    useEffect is the designated place for all side effects in React. But what does that mean? How does it decide when to run our code, and what is the dependency array really doing? Just like useState, useEffect isn't magic; it's a predictable system with clear rules. Let's dive into the internal mechanics of useEffect. React's rendering model is designed to be declarative and pure: the UI should be a direct function of the current state (UI = f(state)). But applications need to interact with the outside world—fetching data, setting timers, subscribing to events. These are "side effects," and they don't fit neatly into the pure rendering model. useEffect provides a safe, controlled "escape hatch." It allows us to run imperative, effectful code without disrupting the rendering cycle. useEffect …  ( 8 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    TL;DR CinemaSins just dropped “Everything Wrong With Longlegs In 24 Minutes Or Less,” a rapid-fire roast of Nicholas Cage’s wild turn in Osgood Perkins’s thriller. They also hype Cage’s next flick Keeper, point you to their site and socials (YouTube channels, Discord, Reddit, TikTok, etc.), and invite you to take a sin-filled poll or back the team on Patreon. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners… 15 Minutes Or Less is CinemaSins’ snarky Halloween send-up of one of the year’s greatest genre movies—packed with playful nitpicks, cheesy “sins” and their signature tongue-in-cheek commentary. Even a near-perfect film can’t escape their gleeful roast. Craving more sinspiration? Head to cinemasins.com or their Linktree to explore YouTube channels (@TVSins, @CommercialSins, @CinemaSinsPodcastNetwork), fill out the sinful poll, back them on Patreon, or jump into Discord and Reddit. Writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel are all part of the mischief. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Predator – Caravan of Garbage This video kicks off a four-week “Caravan of Garbage” series diving into the first four Predator movies, starting with the 1987 original starring Arnold Schwarzenegger. They hail Predator as the ultimate 80s action-sci-fi mash-up—mud, muscles, invisibility, lasers, explosions, creature design, and nonstop fun. For early access, bonus podcasts, extended audio editions and more, head over to bigsandwich.co, hit subscribe, follow the hosts on Twitter, or support them on Patreon for exclusive content and merch. Watch on YouTube  ( 6 min )
    ⚛️ React Testing in 2025: Stop Mocking, Start Trusting Your Components
    Frontend testing has changed a lot — and yet, most teams still treat it like a box-ticking exercise. But 2025’s front-end world? It demands something cleaner, faster, and smarter. Let’s talk about React component testing — what still works, what’s outdated, and how to write tests that actually matter. Let’s be honest — chasing 100% test coverage looks great in the report, but it’s often just numbers with no soul. The goal isn’t to “cover” code — it’s to trust your UI. A good test should tell you: “This component works the way a human expects.” “If I refactor tomorrow, I’ll know what broke.” If your tests can’t answer those, they’re just decoration. Frameworks like React Testing Library (RTL) shifted the mindset from implementation details to user behavior. Example: // ❌ Ol…  ( 10 min )
    7 Best Hoppscotch Alternatives in 2025: Complete Developer's Guide to API Testing Tools
    The API testing landscape has transformed dramatically, with developers demanding more sophisticated tools that go beyond basic HTTP requests. While Hoppscotch carved out its niche as a lightweight, open-source API client, the modern development ecosystem requires platforms that offer deeper integration, advanced collaboration features, and comprehensive API lifecycle management. This detailed analysis explores seven powerful Hoppscotch alternatives that are reshaping how development teams approach API testing, design, and documentation. From enterprise-grade platforms to specialized tools, discover which solution best fits your development workflow and team requirements. Modern API development extends far beyond sending simple HTTP requests. Today's development teams need platforms that s…  ( 12 min )
    Exploring AI Use Cases: Transforming Industries Across Sectors
    Artificial Intelligence (AI) is no longer a futuristic concept it’s here, shaping how industries operate, innovate, and serve their customers. From optimizing business workflows to powering data-driven decisions, AI has become a cornerstone for enterprises seeking smarter and faster ways to achieve growth. But beyond the buzzwords, true transformation happens when AI is implemented with strategy, architecture, and governance and that’s where AI development services play a pivotal role. AI development services go beyond building smart algorithms. They integrate AI into an organization’s entire ecosystem from legacy systems to modern digital platforms. These services help enterprises identify opportunities, design scalable architectures, and develop responsible AI systems aligned with busin…  ( 9 min )
    Thoughts on AI and Software Design Patterns
    Before I start, I should mention that I have not yet tried out vibe coding myself. I use AI every day for programming related tasks, but I still write the code myself, for myself. This blog post was inspired by a dream I had last night, after having spent a stressful week thinking about these sort of things. I had to write it down to get it out of my head and make some sense of it. I started programming "real" applications with Borland Delphi in the late 1990s, when I was a teenager. My first database applications were two-tiered Delphi user interfaces on top of Paradox databases. I did not know SQL and relied only on Delphi's ready-made database components. The user interface was therefore 100% driven by the database schema. It worked, it got the job done, and you could tell that it was a…  ( 8 min )
    AWS open source newsletter, #215
    Edition #215 - October 2025 Welcome to issue #215 of the AWS open source newsletter, the only newsletter that I know of that brings you the best open source on AWS content. There is nothing spooky or scary in this months edition we have a nice selection of projects that cover a broad range of use cases - tools to help you with CloudFormation stacks, provide a GUI layer over your Amazon S3 buckets, terminal user interfaces to work with Amazon ECS and your AWS profiles, a couple of nice tools to simplify building agentic applications using Strands Agents, and more. We also have some really cool demos that include showing how you can move from monolith to modern application (including thinking about portability, building AI powered SLDC architectures, and a really neat use of the Nitro Enc…  ( 26 min )
    I Enabled Strict Mode In Laravel 12 and My Tests Started Failing Everywhere
    So there I was, being a good developer. Writing tests, enabling strict mode, doing all the right things. Then I run my test suite and suddenly everything is red. MissingAttributeException: The attribute [seller_approval_status] either does not exist or was not retrieved for model [App\Models\User]. But here's the thing - my tests were passing before. The code hasn't changed. And when I manually test the feature in my browser, it works perfectly fine. What the hell is going on? Turns out, Laravel 12's strict mode has this fun quirk where it makes your tests explode in ways that have nothing to do with whether your actual code works. Let me explain the nightmare I just lived through so you don't have to. The Feature That Sounded Amazing Laravel 12's Model::shouldBeStrict() looked like a gif…  ( 8 min )
    A Second Life for CORBA in MCP 2.0 - An example of AI and humans leveraging their combined potential to create new knowledge
    Quick Note: Readers interested solely in the technical specification of the proposed MCP 2.0 / CORBA-NG Agent Object Protocol can jump directly to the actual spec below. It is often said that AI can only rearrange existing knowledge, but cannot create new. This statement ignores the fact that science never works in isolation, but in most cases connects existing knowledge with new ideas. The entire process of citation and even the invention of hypertext served to link scientific findings together. The question is not whether humans are better than AI or AI is better than humans, but what they can achieve together. The following is the result of combining unconventional human thinking with the vast information pool of AI and demonstrates the potential for jointly creating new knowledge. The …  ( 26 min )
    Implementing JWT Authentication in Rust with Axum.
    This is Part 2 of the "Implementing JWT Authentication in Rust" series. Previous: Part 1: Project Setup and Configuration In Part 1, we set up our Rust project with Axum, configured environment-based settings, and created a basic error handling system. Now we'll add logging capabilities. Picking up from where we left off in Part 1, we will focus on setting up the infrastructure layer: logging with the tracing ecosystem. We will use the tracing ecosystem since they do provide the best logging facilities for asynchronous systems. cargo add tracing-subscriber -F "env-filter, serde, tracing, json" cargo add tracing -F log cargo add tracing-error cargo add tower-http -F "cors, trace" tower-http: Provides middleware utilities. tracing: Provides structured, event-based, data collection and loggi…  ( 9 min )
    How to use pot to set delay function of Arduino?
    Here’s the quick way to make a potentiometer (pot) set an Arduino’s delay time. Wiring (10 kΩ pot is perfect) One outer leg → 5V Other outer leg → GND Middle wiper → A0 We’ll blink the onboard LED on D13. If the pot works “backwards,” just swap the two outer legs. A) Easiest (uses delay()—blocking) const int POT = A0; const int LED = 13; void setup() { pinMode(LED, OUTPUT); Serial.begin(115200); } void loop() { // Read 0..1023 from the pot int raw = analogRead(POT); // Map to a usable delay range, e.g. 50..2000 ms long delayMs = map(raw, 0, 1023, 50, 2000); // (Optional) simple smoothing to reduce jitter static long filt = 200; filt = (filt * 7 + delayMs) / 8; // 1st-order IIR filter digitalWrite(LED, !digitalRead(LED)); // toggle LED Serial.println(filt); d…  ( 7 min )
    Adapting to Change: Developers’ Transition from Java 21 to 22 in 2025
    Read More: Adapting to Change: Developers’ Transition from Java 21 to 22 in 2025 A Quick Look Back: Java 21’s Legacy Released in late 2023, Java 21 became one of the most significant LTS versions in recent years. It introduced key features like: Virtual Threads (Project Loom): Revolutionizing concurrency and simplifying scalable application design. Pattern Matching Enhancements: Making code more concise and readable. Record Patterns and Switch Improvements: Strengthening Java’s expressiveness and reducing boilerplate code. String Templates (Preview): Offering cleaner ways to build dynamic strings safely. For most teams, Java 21 provided the stability and maturity needed for long-term projects. But as the industry moved into 2025, the momentum shifted to Java 22, with its focus on fine-tuni…  ( 8 min )
    Federated Learning Unleashed: Balancing Bias and Variance in Wireless AI by Arvind Sundararajan
    Federated Learning Unleashed: Balancing Bias and Variance in Wireless AI Imagine training a powerful AI model using data scattered across thousands of devices, from smartphones to IoT sensors. The catch? You can't directly access any of that data due to privacy concerns or network limitations. That's the challenge federated learning tackles, and we've just discovered a way to supercharge it. The core idea is to train the model over-the-air, leveraging the inherent broadcast nature of wireless communication. Instead of each device sending its updates individually, they transmit simultaneously, and the combined signal received aggregates the model updates. The key breakthrough? We've found a way to strategically introduce a controlled bias into this aggregation process to significantly red…  ( 7 min )
    Understanding the Cow: Copy on Write
    That's where Rust's smart pointer Cow (Clone on Write) comes in. It lets you start with a borrowed reference and only clone into an owned value when mutation is needed. In this article, we'll walk through how Cow works, how to use it in your structs and functions, the benefits and trade-offs of using it, and a few common pitfalls to avoid—so you can write clean, efficient Rust code without over-engineering your ownership logic. Remember our scenario from the first paragraph - what's the simplest signature you'd reach for? Probably: fn escape_html(html_input: &mut String) -> &String { /* … */ } Use our Online Code Editor While this allows you to scan and mutate the string in place, it has several downsides: Callers must own a String (no &str), even if they only ever read. They need a…  ( 13 min )
    Hacktoberfest PR: Cleaning Up Code
    Issue PR hiero-sdk-python is a Python SDK for the Hiero blockchain — a toolkit that helps developers interact with smart contracts, tokens, and transactions through Python. This SDK has a clear focus on clean design and maintainability, which is why this issue existed in the first place. The issue described a small but important cleanup: the TokenUnfreezeTransaction class had some duplicate logic that was already implemented in its parent class. The goal was to remove the extra field and method, and update the internal calls to use the inherited _require_not_frozen() instead. This one was pretty straightforward, but it needed careful attention to detail. Here’s what I did: _is_frozen in token_unfreeze_transaction.py. __require_not_frozen() method entirely. self.__require_not_frozen() with self._require_not_frozen() to make sure the class now used the inherited version from Transaction. Before this PR, I didn’t realize how important method naming conventions could be in large codebases. In Python, a double underscore method gets “name-mangled”, so it doesn’t behave exactly the same as a protected _method. That subtle difference can lead to bugs if you don’t notice it.  ( 6 min )
    Exhaustive Guide to Generative and Predictive AI in AppSec
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    How to Add Dark Mode to Your Website Using Tailwind and JavaScript
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    WTF is Circuit Breaker Pattern?
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    Smart Classroom และ AI: พลิกโฉมอนาคตการศึกษา สู่การเรียนรู้ที่เข้าใจมนุษย์
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    Rethinking Observability Costs: How Structured Logging Can Save You Thousands
    Long story short: Logs are cheap... Until they aren't. Long story long: With modern apps emitting millions of lines per hour, unstructured logs become data debt. Structured logging, when done right, can drastically cut ingest costs and improve your observability quality, all while making your engineering team more effective and your incident response faster.   Here's the uncomfortable truth about modern observability: more data doesn't equal more insight. Engineering teams by default wants to collect everything: Every request, every error, every debug statement, hoping that when something breaks, the answer will be hiding somewhere in their log aggregation tool. When that incident happens, they're drowning in noise: Searching through millions of log lines with regex Waiting minutes for…  ( 18 min )
    Writing Tests for Larger Font Sizes with Compose: Scrolling and Text Truncation
    While testing Android apps for accessibility, one of the biggest problems I’ve encountered are with larger font sizes. They’re usually not properly supported: content overlaps when font sizes increase, scrolling isn't enabled to accommodate growing text, or text is truncated without a way for the user to expand it. I’m often asked tips on writing accessibility tests for Android, and I decided to write this post to demonstrate how to test some of those larger font size issues with UI tests. In this blog post, we’re looking into writing tests to verify that scrolling is enabled when needed and that truncated text can be expanded. Let’s first discuss the screen I wrote to test these issues. I created an example screen with Compose to demonstrate tests in this blog post. It’s a Scaffold that…  ( 10 min )
    InternSVG: Towards Unified SVG Tasks with Multimodal Large Language Models
    InternSVG: A Universal Translator for All Your Vector Graphics Ever wondered how a single AI could draw, fix, and even animate any icon or diagram you need? Scientists have built InternSVG, a new kind of smart assistant that understands and creates SVG images – the crisp, scalable graphics you see on websites and apps. This breakthrough comes from teaching the AI with a massive collection of static and moving graphics, so it learns the rules of shapes, colors, and motion just like we learn from countless examples. It matters because it puts powerful visual creation tools into the hands of anyone, from teachers to entrepreneurs, making creativity more accessible than ever. Read article comprehensive review in Paperium.net: InternSVG: Towards Unified SVG Tasks with Multimodal Large Language Models 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 13 min )
    Should I Hire a WP Speed Consultant or Just Install a Caching Plugin?
    Your WordPress site is slow. Like, really slow. You’ve noticed it, your visitors have noticed it, and Google has definitely noticed it. So now you’re at a crossroads: should you hire someone to fix it, or just install one of those caching plugins everyone talks about? I’ve been there and it’s not nearly as simple as it sounds. At first, installing a plugin feels like the obvious fix. Why spend hundreds or even thousands of dollars when you can just install something free? That’s what I thought too until I started trying them. WP Rocket looks friendly at first. Clean interface, simple setup, and solid documentation. But once you start digging, things get complicated quickly. Plans start at $59/year for one site, $119/year for three, and $299/year for fifty. Minify CSS and JavaScript? Lazy-…  ( 9 min )
    Generative and Predictive AI in Application Security: A Comprehensive Guide
    AI is redefining application security (AppSec) by facilitating more sophisticated vulnerability detection, automated testing, and even autonomous threat hunting. This guide provides an comprehensive discussion on how generative and predictive AI operate in the application security domain, crafted for cybersecurity experts and decision-makers in tandem. We’ll examine the development of AI for security testing, its present features, challenges, the rise of autonomous AI agents, and prospective trends. Let’s commence our exploration through the past, current landscape, and prospects of ML-enabled AppSec defenses. Evolution and Roots of AI for Application Security Foundations of Automated Vulnerability Discovery https://qwiet.ai/platform/autofix/ In the late 1980s, the academic Barton Mille…  ( 14 min )
    Unlock AI Potential: A Deep Dive into Top Auto Annotation Platforms
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    Rick Beato: Live Tour Update from Norway
    I’m currently in Norway on a day off from my European tour, which kicked off in Germany and is heading next to Dublin. Also, there’s a Halloween deal on three guitar courses (Scale Matrix, Quick Lessons, Arpeggio) for $79—but it ends tomorrow! Watch on YouTube  ( 6 min )
    Which APIs or SDKs Work Best for Connecting AI Models with RPA Tools Like UiPath or Automation Anywhere?
    The choice of API or SDK to connect AI models with RPA platforms such as UiPath or Automation Anywhere depends on your project’s objectives. I am sharing the following points, based on my personal experience, that have always helped me in the dilemma of choosing the best APIs to connect AI models with RPA tools. 1. OpenAI API (GPT Models) 2. Microsoft Azure AI and Cognitive Services 3. Google Cloud Vertex AI 4. Hugging Face Inference API or Local Models 5. Automation Anywhere IQ Bot and AI Extensions If you still encounter a problem after taking these steps. In that case, you can consult an experienced AI automation agency that can guide you to select the right tools, set up integrations, and ensure your RPA and AI systems work together to maximize efficiency and accuracy.  ( 7 min )
    Peter Finch Golf: I challenged a HEAD PRO at HIS OWN course... (Ep. 2 – Carlisle GC)
    Summary I went head-to-head with Carlisle GC’s head pro in a £1,000 match, backed by Titleist, who surprised us by pledging extra support to the club’s junior section. Big thanks to Nicky and everyone at Carlisle GC for hosting, and shout-out to Titleist for keeping my game sharp—check the link for gear discounts! Watch on YouTube  ( 6 min )
    Jeff Su: The Productivity System I Taught to 6,642 Googlers
    The Productivity System You Can Steal from Google Jeff Su breaks down the exact “CORE” workflow he’s taught to over 6,600 Googlers in nine years: Capture every task or idea immediately Organize it with minimal friction Review during scheduled sessions Engage by blocking dedicated time for execution He promises it works with any tool you already use, becomes automatic in about two weeks, and stops you from relying on memory or willpower alone. Plus, he shares all his favorite prompts, Notion templates, newsletter links, and even his YouTube gear list so you can build your own power workflow. Watch on YouTube  ( 6 min )
    How to Build Real-Time Video Chat Applications with WebRTC
    WebRTC: The Complete Guide to Real-Time Communication in Web Applications (2025) Table of Contents Introduction to WebRTC Understanding WebRTC Architecture Core WebRTC APIs Building Your First WebRTC Application Advanced WebRTC Concepts Real-World Use Cases Performance Optimization Security Best Practices Troubleshooting Common Issues Future of WebRTC WebRTC (Web Real-Time Communication) is a powerful, open-source technology that enables peer-to-peer audio, video, and data sharing directly between web browsers and mobile applications without requiring plugins or third-party software. Since its introduction by Google in 2011 and standardization by the W3C and IETF, WebRTC has revolutionized how we build real-time communication applications. In today's digital landscape, real-t…  ( 24 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    Halloween II Gets the Ringer Treatment Bill Simmons, Chris Ryan, and Van Lathan dive back into John Carpenter’s 1981 sequel to see if Michael Myers still reigns as the ultimate horror villain. They kick off debating the GOAT status, share which scene they’d watch on repeat, and wrap up by sorting the film into their own quirky categories. Along the way, they plug “A Mountain of Movies®” on Paramount+ and the new Netflix thriller “A House of Dynamite,” with a side of State Farm—because you never know when you’ll need coverage in Haddonfield. It’s a fun, spoiler-light romp perfect for slasher fans and Ringer regulars alike. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins is back in theaters with Tim Burton’s Frankenweenie, gleefully pointing out every quirk, plot hole and nitpick—even if the movie’s “frankly good.” In their trademark style, they crack jokes, tally “sins” and celebrate the film’s charm all at once. Along the way you’ll get loads of links to their other channels (TV Sins, Commercial Sins), a poll to share your own movie gripes, Patreon support info, and social handles from writers like Jeremy, Aaron, Jonathan and more. It’s a quick, irreverent ride through Burton’s dog-resurrecting tale—and a reminder that no beloved flick is safe from a little friendly roasting. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less Cinemasins serves up a tongue-in-cheek Halloween roast of “Sinners in 15 Minutes or Less,” lovingly pointing out every nitpick in what they still hail as one of the year’s best genre flicks. Expect their signature sin counter, playful jabs, and plenty of film-buff humor. Along the way, they plug all the usual Cinemasins hangouts—TVSins, CommercialSins, podcast network and more—plus a linktree for up-to-the-minute updates, a poll to learn about you, Patreon support, Discord and Reddit communities, and all their social media handles. Watch on YouTube  ( 6 min )
    What was your win this week?!!
    👋👋👋👋 Looking back on your week -- what was something you're proud of? All wins count -- big or small 🎉 Examples of 'wins' include: Optimizing a database query that was slowing everything down Saying "no" to scope creep and meaning it Getting through code review without major changes requested Figuring our your halloween costume ahead of time 👻 Happy Friday!  ( 6 min )
    The AWS Outage of October 20, 2025: What Happened, Who Was Affected, and Lessons Learned
    On October 20, 2025, a significant AWS outage shook the digital world, causing widespread disruption across numerous popular apps, websites, and services. This incident serves as a crucial case study for cloud infrastructure resiliency and the risks of heavy cloud dependency. The outage originated from a problematic update to DynamoDB’s API, a core AWS managed database service. This update triggered failures in the Domain Name System (DNS) — the system responsible for translating web addresses into server IPs. When DNS became unavailable, many AWS services couldn’t locate critical infrastructure, resulting in cascading failures impacting 113 AWS services for hours before AWS fully restored operations. Major global platforms faced outages or degraded service during the event, including: Sna…  ( 7 min )
    Beyond the API: Building a Real-time Depth Chart Tracking System with Web Scraping & AI
    Hey dev.to community, For any serious fantasy football manager, sports analyst, or even a dedicated fan tracking teams like Penn State or Texas, the depth chart is gospel. It tells you who's starting, who's injured, and who's poised for a breakout. But here's the kicker: official APIs often fall short. They don't provide granular, real-time updates for every subtle shift on a Penn State Depth Chart or Texas Football Depth Chart, or for the myriad of news snippets that hint at changes. This is where the real engineering challenge begins: building a system that can intelligently scrape, parse, and update depth chart information in near real-time, blending traditional data engineering with the power of AI. The Data Jungle: Where Information Lives Official Team Websites: Often PDFs or dynamica…  ( 8 min )
    RK3568: New Look
    In the bustling arena of System-on-Chips (SoCs), where new processors are announced almost weekly, it’s rare for a single chip to redefine a segment. The Rockchip RK3568, however, didn't just enter the market; it arrived with a deliberate and impactful "new look." This isn't a mere incremental update. It’s a strategic pivot, shedding the skin of a basic multimedia processor to emerge as a robust, versatile, and intelligent platform for the next generation of embedded computing. So, what exactly constitutes this "new look" for the RK3568? It’s a transformation built on three core pillars: a shift towards AI-enabled intelligence, a commitment to industrial-grade reliability, and an embrace of open-source philosophy. https://rockchips.net/rk3568-news-updates-and-datasheet/ Previous generatio…  ( 8 min )
    How Data Science Shapes Political Campaigns: Inside Modern Party Strategy
    Politics isn’t just speeches, rallies, and debates anymore. Today, political campaigns operate like tech companies — hiring data scientists, analysts, machine learning engineers, and behavioral experts. If elections used to be about “gut feeling” and charisma, modern politics relies on: Data-driven voter segmentation Machine learning for prediction Sentiment analysis on social media Micro-targeted ads and narrative strategies Real-time A/B testing during campaigns It’s no exaggeration to say that data science has become one of the most powerful tools in modern democracy — shaping opinions, targeting undecided voters, optimizing campaign spending, and even predicting social behavior. In this article, we’ll break down how political parties use data science behind the scenes — without hype, w…  ( 9 min )
    Reflection on my Contribution to Open Source in 2025 Hacktoberfest
    Why i join again? To be honest here, I'm here mainly for the digital badges and the goodie, secondly is to put my software development skills into good use to contribute to open source so my skills wont get rusted and dusted in my back closet and so that in future someone else will be benefited from my contribution. thirdly, i want to make some meaningful stuff during my career break? maybe uncertainty situation (i explain this later). Finally, i want to see what kind of challenges i will face this time as every year Hacktoberfest there's always a lot of blockers, new challenges. I contribute to ShareBite, ProjectHive, and Vizit because i find these projects are closely related to my job which is Frontend developer. i think the contribution to Vizit are way more fun and i learnt the most…  ( 9 min )
    Your-Error-Handling-is-a-Mess-and-Its-Costing-You-💸
    GitHub Home I still remember the bug that kept me up all night. A payment callback endpoint, when handling a rare, exceptional status code from a third-party payment gateway, had a .catch() that was accidentally omitted from a Promise chain. The result? No logs, no alerts, and the service itself didn't crash. It just "silently" failed. That user's order status was forever stuck on "processing," and we were completely unaware. It wasn't until a week later during a reconciliation that we discovered hundreds of these "silent orders," resulting in tens of thousands of dollars in losses. 💸 The lesson was painful. It made me realize that in software engineering, we probably spend less than 10% of our time on the happy path. The other 90% of the complexity comes from how to handle all sorts of e…  ( 9 min )
    The Hybrid Thinking
    New era, new thinking. Modernize rather than being afraid. Embrace the change. The world of programming has entered a new chapter where AI no longer feels like competition but collaboration. In this short reflection, I explore how hybrid developers, those who merge logic with creative reasoning and work alongside AI, are shaping the next evolution of software. 👉 Read the full article here: Man with Machine: The Hybrid Future of Coding What do you think? Can AI ever replace the human touch in coding?  ( 6 min )
    Porting of MobileNetV3 Model and Implementation of Handwritten Digit Recognition Based on OKMX8MP-C (Linux 5.4.70)
    Learn #HowTo port MobileNetV3 for handwritten digit recognition on NXP i.MX8M Plus-based platform, using eIQ Portal for TensorFlow Lite deployment 👉 https://www.forlinx.net/article_view_740.html EmbeddedAI #EdgeComputing #HandwrittenRecognition #iMX8MPlus #ForlinxEmbedded #OKMX8MPC  ( 6 min )
    Billing SDK: Production-Ready Next.js/React Billing Components
    Billing SDK: TypeScript billing components for React and Next.js applications What's included: ✓ Pricing table components with multiple layouts ✓ Subscription management interfaces ✓ Usage meters for API quotas and limits ✓ Cancellation flows with retention patterns ✓ CLI that sets up payment integration automatically ✓ Full TypeScript support with typed props ✓ Works with shadcn/ui components ✓ Pre-built Next.js API routes for webhooks The CLI handles the tedious setup. Run one command and it generates checkout routes, webhook handlers, and provider integration. Currently supports Dodo Payments with more providers coming. All components use Tailwind CSS so they match your existing styles. You can customize themes through CSS variables or pass your own classes. Check it out if you're building billing features and want to skip the repetitive UI work. 👉 https://next.jqueryscript.net/next-js/saas-billing-ui/ 👉 GitHub Repo 👉 Live Demo  ( 6 min )
    Timesheet and Implementation – Change Management Strategy the First Step in Timesheet Adoption
    The digitization of workforce management has emerged as a strategic necessity for Indian organizations, on account of the need for regulatory compliance and the pursuit of operational efficiency. The Government of India has shown its commitment to digitization through the initiative of the Ministry of Labour & Employment, which aims to digitize labour-related records via the Shram Suvidha Portal. Therefore, it is essential for organizations to progress with the digitization of workforce management. The initial step involves the adoption of digital timesheets. The first step is adoption of digital timesheet. There have been considerable adaptations of digital timesheets within the industry, driven by regulatory requirements, technological advancements, and a growing emphasis on workforce a…  ( 7 min )
    Guide to Creating an SFTP Server with Docker (using SSH keys)
    This guide will show you how to make a Docker image step by step that works as an SFTP server. By the time we wrap up, you’ll have a simple but secure SFTP server up and running in a Docker container. If you’re keen on getting your hands dirty or just want to dive right into the code, you can find the full project on GitHub. Go ahead and grab it from tshenolo/docker-sftp-server-with-sshkey Table of Contents Introduction Prerequisites SSH Key Configuration Set Up the Docker File Build Your Docker Image Running the Docker Container Verifying the Container’s Status Connecting to the SFTP Server Using the SFTP Server Conclusion An SFTP server provides a secure way to transfer files between computers over an encrypted SSH transport. Docker allows you to package an SFTP server with all its depen…  ( 9 min )
    My First Hacktoberfest Experience
    I’m Mandla Hemanth, a first-year AIML student from Anurag University. This was my first ever Hacktoberfest, and honestly, it’s been a rollercoaster of learning, excitement, and a few “why is this not working?” moments 😅. At first, I didn’t really know much about open source or how GitHub contributions worked. I watched videos, read a few blogs, and started trying to make my first pull requests. I was so happy to finally contribute… but most of my PRs ended up getting rejected 💔. It was a bit disappointing, but each rejection actually taught me something new — how to read contribution guidelines properly, how to make cleaner commits, and how to communicate better with maintainers. I even started understanding how open-source projects are managed, which felt amazing. Even though I didn’t get many accepted PRs this time, I’m proud that I tried. I stepped out of my comfort zone, learned from my mistakes, and met some really helpful people in the community. Next year, I want to come back stronger — with better coding skills, more confidence, and maybe even my own small project to contribute to. Hacktoberfest 2025 might not have gone perfectly, but it definitely got me started on my open-source journey.  ( 6 min )
    Enabling Compiler Warnings in Autotools
    Introduction As I wrote in my book Why Learn C, §18.7, Warnings: The best way to avoid debugging is not to put bugs into your programs in the first place. By default, most compilers automatically give some warnings, but not all. By enabling more warnings, the compiler can help you catch bugs before committing your code. Hence, in your configure.ac file, you should make your project’s CFLAGS variable (e.g., CDECL_CFLAGS for cdecl) to include warning compiler options. The problem is that different compilers (or different versions of the same compiler) accept different subsets of warnings, or similar warnings with different names. If you want your programs to be portable by being able to be compiled using different compilers (e.g., clang, gcc, xlc), you have to include the union of all the…  ( 8 min )
    CSS Art Museum: Where Creativity Meets Code 🎨 || Maintainer Spotlight
    This is a submission for the 2025 Hacktoberfest Writing Challenge: Maintainer Spotlight 🎨 About the Project Welcome to the CSS Art Museum Just like a traditional museum that showcases ancient and valuable art, I imagined a digital gallery that could showcase artworks made with HTML, CSS, and JavaScript — representing the creative side of the digital world. The idea is simple: every contributor adds their own CSS creation, and together we build a growing museum of styles, colors, and imagination. 💫 What Makes It Unique Beginner-friendly and open to everyone 🧩 🧠 Contributions Welcome We welcome contributions in: Yes, we have beginner-friendly issues labeled as good first issue to help newcomers start contributing confidently. 🧭 What I’ve Learned as a Maintainer Maintaining this proj…  ( 7 min )
    Data-Driven Development: Leveraging Big Data for Smarter Coding
    In today's fast-paced tech world, developers face an ever-growing need to make faster, smarter decisions. But what if we could take the guesswork out of coding? What if data itself could guide developers, inform decisions, and lead to better outcomes? This is where data-driven development enters the scene—a powerful approach that merges the worlds of big data and coding to create smarter software. In this blog, we’re going to explore how leveraging big data can elevate your development process, reduce errors, and unlock new possibilities for innovation. Whether you’re a seasoned developer or just starting out, understanding how to use data effectively can give you a serious edge in today's competitive tech landscape. Imagine coding based on insights from actual data rather than assumptions…  ( 9 min )
    From Beginner to Cyber-Aware: Lessons from My First Cybersecurity Course
    I Just Completed Cisco's Introduction to Cybersecurity Course – Here's What I Learned 🔐 Over the past few weeks, I dove deep into the world of cybersecurity through Cisco's Introduction to Cybersecurity course. As someone who believes in learning in public, I wanted to share my key takeaways and reflections from this journey. Before this course, I knew cybersecurity was important, but I didn't realize just how critical it is at every level: Personal Level: Our identities, banking details, and private conversations are all digital now Organizational Level: Companies face attacks that could destroy their reputation overnight Government Level: National security and economic stability are at stake The reality? We're all targets. But knowledge is power, and understanding threats is the first…  ( 8 min )
    Terraform Module MCP Server
    I created an MCP server that streamlines access to custom Terraform modules that I'd like to share with the community. The project called terraform-ingest is a CLI, MCP, and API tool that can be used locally or with an AI agent to tap into your existing code base more effectively. I looked high and low for a model context protocol server I could use as an interface to the several dozen custom Terraform modules I've created. My search was futile so I spent a few cycles and just made my own. With this solution you can use a simple YAML file to define all your custom Terraform modules git sources. These are then ingested to extract and index all relevant information for embedding into a vector database. From here you can use this tool as a CLI, API, or MCP server to find modules that best su…  ( 10 min )
    Can Stronger Cyber Defense Boost America’s GDP?
    _SUBHEADING: Cyber threats cost our economy Billions. This article provides data and information gained from my work and how better cyber-defence can increase U.S. economic output. _ Have you ever wondered if cyber-security is just cost or growth to the U.S. economy. During my years providing advice financial institutions and healthcare providers I witnessed how cyber events slow investment, increase costs, erode trust and prevent growth. In this article I present some research and experience on the value of investments in Cyber-Defence as part of the economy, share some latest data, and show possible pathways to align the reality of more robust security to increased GDP The Size of Investment and Threat How Better Cyber Defense Can Boost the GDP From my past job I noted that the firms wh…  ( 9 min )
    Hacktoberfest Final Week
    For my final Hacktoberfest contribution, I worked on Issue #18 which was “Rotate Array by K Positions” in the Seed-Pursuit repository. The issue didn’t have a full description, so I interpreted it as the standard DSA problem of rotating an array to the right by k positions. To prepare, I explored the repository’s structure and confirmed it was written in Java, then set up my local environment and created a new branch for the fix. I reviewed different rotation methods and chose the optimal reverse-based approach, which rotates the array in O(n) time and O(1) space. My implementation reverses the entire array, then the first k elements, and finally the remaining ones, ensuring all cases work even when k exceeds the array length. The final file, DSA/RotateArrayByK.java, includes a main() method for testing, where users can input n, the array elements, and k, to see the rotated output. Before coding, I researched similar solutions on GeeksforGeeks to verify my approach and syntax. The main challenge was understanding the repo’s submission style and ensuring my code matched its conventions. Once completed, I pushed my changes to GitHub and created Pull Request. This experience helped me improve my confidence in contributing to open-source projects, practice Git branching and PR etiquette, and apply algorithmic logic in a real project environment.  ( 6 min )
    Turbocharge Your AI: A Smarter Way to Explore Decision Trees
    Turbocharge Your AI: A Smarter Way to Explore Decision Trees Stuck waiting for your AI to make a move? Complex decisions, like resource allocation or planning a game strategy, often require searching through a massive number of possibilities. Traditional search algorithms waste time re-evaluating similar scenarios. Imagine having to re-invent the wheel every time you build a new car. There's a better way. The core idea is simple: group similar decision points in the search space. Instead of treating each possibility as entirely unique, we identify relationships between them. By understanding the difference in value between similar states, we can effectively compress the search tree without losing critical information. It's like only needing to test drive one model of car to understand th…  ( 7 min )
    My Wife's Cognitive Challenge
    My wife is a professional dog trainer and behaviorist. Being the tech geek that I am I coded and maintain her website https://dogsden.ca. She recently developed a training system called Barbara Lloyd's Canine Cognitive Challenges, a framework that focuses on cognitive skill building for dogs rather than traditional command based training. It uses structured problem solving tasks to reveal how a dog processes information, forms strategies, and adapts to new situations. In other words, it trains the thinking system, not just the response pattern. Key outcomes of this cognitive approach include: • Stronger resilience and confidence in puppies and young dogs The program had great success in real world training, so she wanted to turn it into a scalable online course. I dutifully coded one up as…  ( 8 min )
    Building a Full-Stack E-Commerce Site with Lovable: From Zero to Production
    Introduction In this tutorial, I'll walk you through how I built a complete e-commerce vegetable store from scratch using Lovable. What started as a simple idea turned into a fully functional online store with shopping cart, payment processing, user authentication, and order management—all built in record time. By the end of this guide, you'll understand how to leverage modern web technologies to create your own e-commerce platform without writing backend code from scratch. Our vegetable e-commerce store includes: 🛒 Shopping Cart System with add/remove functionality 💳 Stripe Payment Integration for secure checkout 👤 User Authentication (sign up/login) 📦 Order Management with persistent order history ☁️ Lovable Cloud Backend for database and authentication 🔗 GitHub Integration for ve…  ( 11 min )
    Claude Session Manager Demo
    This video shows tools I built for managing Claude Code with named sessions, log tracking, and status notifications. They work fine for daily use, but there's still plenty to optimize - that's why I'm keeping them personal for now. If there's enough interest, I'll publish a beta version so you can try them too. https://www.youtube.com/watch?v=OeR33VUsLm0  ( 6 min )
    Tool as Prompt: From LLM-First Docs to Teaching LLMs Domain Knowledge On The Fly
    The integration of Large Language Models (LLMs) into software systems presents a fundamental challenge: reconciling their non-deterministic nature with the engineering requirement for predictable and consistent outputs. Tool as Prompt" paradigm addresses this challenge by treating structured documents not as mere text to be interpreted, but as specialized knowledge modules that an LLM can load and execute. Before diving into the theory, let's see this approach in action with a practical experiment using a real-world tool. 1. Load the Tool: Load and analyze the tool specifications from the following URL: https://github.com/fra00/2WHAV Note: If your LLM cannot access external links or encounters an error, don't worry. Open the URL, copy the entire content of the README.md file, and paste i…  ( 8 min )
    **Unlock the Power of MAD-GINE: A Crucial Tool for Carbon Fo
    Unlock the Power of MAD-GINE: A Crucial Tool for Carbon Footprint Reduction in AI Development As the world grapples with the pressing issue of climate change, the tech industry is under increasing pressure to reduce its carbon footprint. In the realm of AI development, machine learning (ML) models are a significant contributor to energy consumption and greenhouse gas emissions. This is where MAD-GINE comes in – a powerful Python library specifically designed to optimize neural network computations and minimize their carbon impact. What is MAD-GINE? MAD-GINE (Machine learning Accelerated De-carbonisation Graph INference Engine) is an open-source library that leverages graph inference and optimization techniques to reduce the computational complexity of neural networks. By analyzing the graph structure of the network, MAD-GINE identifies areas where computations can be streamlined, resulting in significant reductions in energy consumption and emissions. **How Does MAD-GINE... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    Stop Doing Business Logic in Webhook Endpoints. I Don't Care What Your Lead Engineer Says.
    Yesterday at 1pm I'm on a call with a payment provider's tech team. We're integrating their IPN (Instant Payment Notification) system. The call should've been 15 minutes. It turned into a 2-hour argument about how callbacks should work. Their lead engineer is telling me we need to validate everything in the callback endpoint. Check for duplicates. Verify the payment hasn't been processed. Update the database. Send confirmations. Return specific error codes for different scenarios. I'm sitting there thinking "no, that's all wrong." Finally I said it. "Your job is to hit our endpoint. Our job is to acknowledge we received it. Everything else is our problem, not yours." Silence on the call. Then he says "that's not how callbacks work." But here's the thing. That IS how callbacks should work. …  ( 17 min )
  • Open

    Here’s the latest company planning for gene-edited babies
    A West Coast biotech entrepreneur says he’s secured $30 million to form a public-benefit company to study how to safely create genetically edited babies, marking the largest known investment into the taboo technology.   The new company, called Preventive, is being formed to research so-called “heritable genome editing,” in which the DNA of embryos would be…  ( 22 min )
    The Download: down the Mandela effect rabbit hole, and the promise of a vaccine for colds
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Why do so many people think the Fruit of the Loom logo had a cornucopia? Quick question: Does the Fruit of the Loom logo feature a cornucopia? Many of us have been wearing…  ( 22 min )
    Here’s why we don’t have a cold vaccine. Yet.
    For those of us in the Northern Hemisphere, it’s the season of the sniffles. As the weather turns, we’re all spending more time indoors. The kids have been back at school for a couple of months. And cold germs are everywhere. My youngest started school this year, and along with artwork and seedlings, she has…  ( 21 min )
  • Open

    Analyst Says Ethereum Is the Best Ecosystem and Ether Is Poised to Top $5,000
    Ether rose on heavier trading, then slipped after an upper-band rejection, leaving a tighter range and a clear set of checkpoints above and below.  ( 32 min )
    Chainlink's LINK Bounces 3.6% From Lows; Stellar Integration Expands RWA Reach
    Stellar is integrating Chainlink’s CCIP, Data Feeds, and Streams to enable tokenized asset flow across chains.  ( 30 min )
    Crypto Bank Custodia Suffers Another Court Rejection in Fed Master Account Pursuit
    The 10th Circuit Court of Appeals ruled against Custodia nine months after hearing arguments in the company's effort to secure a Federal Reserve master account.  ( 31 min )
    The Bitcoin White Paper Offered a Blueprint for a More Reliable Financial System
    Satoshi Nakamoto’s Bitcoin white paper did not describe the end of Bitcoin’s development but the beginning, argues Voltage’s Bobby Shell.  ( 34 min )
    'Do Not Fear Ghosts of Fiat,' Says Bitcoin Policy Institute, as Bears Lurk at Resistance
    A fast rebound met heavier trading, but rallies stalled near resistance as advocates shared Halloween-themed comments on X.  ( 32 min )
    ICP Rebounds Above $2.92 to Reverse Some Mid-Week Losses
    ICP bounces 1.04% to $2.94, reversing part of its recent decline as traders return and buying activity strengthens above key support.  ( 30 min )
    BONK Regains Some Ground With 4.6% Gain
    BONK climbs above $0.00001380 resistance with 67% volume surge as meme token rallies toward new short-term highs.  ( 30 min )
    Bitcoin Cash Breaks Above $550 as Volume Surges; Range Tightens Near Support
    A breakout above $550 followed a 1 a.m. UTC volume spike, then price cooled into a $553 to $556 band as traders watched whether $553.50 would hold.  ( 32 min )
    Tether Profits Topped $10B in First Nine Months of Year; Starts Share Buyback Program
    The stablecoin issuer saw strong growth in the third quarter, reporting a $17 billion increase in circulating USDT and $135 billion exposure to U.S. Treasuries.  ( 30 min )
    Filecoin Rises Over 4%, Rebounding From Thursday's Drop
    FIL has support at the $1.48 level and resistance at $1.52.  ( 29 min )
    Wall Street Divided on Coinbase’s Path Forward After Q3 Earnings Beat
    Transaction revenue hit $1.05 billion, but price targets range from $266 to $510 as Wall Street debates whether growth can outpace rising costs.  ( 33 min )
    Core Scientific Upgraded to Outperform Following Failed CoreWeave Merger: Macquarie
    The bitcoin miner turned AI infrastructure play has more than 50% upside, said the bank.  ( 30 min )
    Brazil’s OranjeBTC Joins Wave of Struggling Crypto Treasury Firms Turning to Buybacks
    The move is part of a growing trend among DAT companies, including ETHZilla, Metaplanet, Sequans, and Empery Digital.  ( 29 min )
    Inflation Still Too High — Fed's Jeff Schmid Explains His Vote Not to Cut Rates This Week
    The Kansas City Fed President said lower rates can't do a lot to improve what he calls "structural changes" in the labor market.  ( 30 min )
    CoinDesk 20 Performance Update: Filecoin (FIL) Gains 7.3% as All Constituents Rise
    Sui (SUI) was also a top performer, gaining 6.6% from Thursday.  ( 26 min )
    H.C. Wainwright Turns Bullish on Coinbase, Double Upgrades to Buy With $425 Target
    The investment bank reversed its bearish call on Coinbase, citing renewed crypto momentum and potential U.S. regulatory breakthroughs.  ( 30 min )
    Unveiling GoDark: Crypto’s New Institutional Dark Pool Backed by Copper, GSR, Others
    There is no real institutional dark pool in crypto, according to the builder of GoDark.  ( 31 min )
    Crypto Markets Today: Bitcoin Slips, Altcoins Slide as AI Spending Concerns Hit U.S. Equities
    Token prices were hit after a sell-off in U.S. equities as Meta and Microsoft raised their AI investment projections, prompting overspending concerns.  ( 32 min )
    Strategy Eyes Global Credit Expansion With Focus on International Markets
    Strategy posts record profits and strengthens balance sheet as it eyes S&P 500 inclusion.  ( 31 min )
    Bitcoin Slips, Weekly ETF Outflows Hit $600M on Macro Jitters: Crypto Daybook Americas
    Your day-ahead look for Oct. 31, 2025  ( 38 min )
    T3 Financial Crime Unit, Backed by Tron, Tether, TRM Labs, Has Now Frozen $300M in Assets
    The crypto industry’s most aggressive anti-crime task force just crossed another milestone.  ( 29 min )
    Sam Bankman-Fried Posts Lengthy 'FTX Was Never Insolvent' Document
    The disgraced FTX founder resurfaced on social media with a sprawling self-defense arguing that customers could have been made whole in 2022.  ( 28 min )
    Riot Platforms Shares Jump Pre-Market After Posting Unexpected Profit on Record Revenue
    Strong bitcoin mining performance and data center expansion drive momentum.  ( 29 min )
    'HOPIUM' For Bitcoin Price Bulls
    A long-term moving average indicator offers hope to bitcoin bulls.  ( 29 min )
    Analysis: Coinbase's (COIN) Brian Armstrong Made Prediction Markets Look Dumb. Bill Ackman Made Them Look Real
    A Coinbase CEO prank resolved one market with a single sentence. Ackman’s warning about “rigged odds” in a $22 million Polymarket election shows the opposite: it now takes institutional-scale money to move prices even 10%.  ( 31 min )
    Dogecoin Slides 5.5% as $0.1940 Support Cracks on Volume Spike
    The immediate focus is whether Dogecoin can stabilize above $0.18 and avoid further declines.  ( 31 min )
    XRP Drops 5% to $2.47 as Bears Break Key Support Level
    The breach of the $2.50 level triggered significant trading activity, with a 158% increase in volume.  ( 31 min )
    Protect Bitcoin Exposure with Ether Shorts: Research Firm
    The relative weakness in ETH is evident from host of factors, including DATs and options.  ( 29 min )
    Asia Morning Briefing: Bitcoin Trades at $109K as U.S. ETF Demand Fades and Powell’s Hawkish Tone Hits Risk Assets
    CryptoQuant data shows U.S. spot ETF flows turning negative while Glassnode flags heavy long-term holder selling. Solana’s new spot ETFs drew inflows but failed to lift prices as sentiment weakened after large on-chain transfers.  ( 31 min )
  • Open

    US Officials Reportedly Weighing TP-Link Router Ban Over National Security Concerns
    The US government is reportedly considering a sweeping ban on TP-Link routers amid growing national security concerns surrounding the Chinese-origin networking brand. According to The Washington Post, several federal agencies including the Departments of Homeland Security, Justice, and Defense have been backing a potential move by the Commerce Department to restrict the brand’s products from […] The post US Officials Reportedly Weighing TP-Link Router Ban Over National Security Concerns appeared first on Lowyat.NET.  ( 34 min )
    Samsung To Build “AI Megafactory” With More Than 50,000 NVIDIA GPUs
    Samsung Electronics is collaborating with NVIDIA to build what the Korean tech giant is calling an “AI Megafactory”. If the name doesn’t already make it obvious, this facility will focus on AI-driven production. Powered by more than 50,000 NVIDIA GPUs, this AI Factory will integrate every element of semiconductor manufacturing into a single network. This […] The post Samsung To Build “AI Megafactory” With More Than 50,000 NVIDIA GPUs appeared first on Lowyat.NET.  ( 33 min )
    Pac-Man Gets Halloween-Themed Skin As Google Doodle
    Google Doodles come in a variety of forms, celebrating all sorts of things and occasions. The internet search giant has one for Halloween as well, which comes in the form of Pac-Man with a spooky twist. Naturally, this is done in partnership with Bandai Namco, which owns the rights to the pellet-eating arcade classic. Gameplay […] The post Pac-Man Gets Halloween-Themed Skin As Google Doodle appeared first on Lowyat.NET.  ( 33 min )
    Anwar Meets NVIDIA CEO For Malaysia’s AI Development
    It goes without saying that Prime Minister Datuk Seri Anwar Ibrahim has taken great strides to grow Malaysia’s AI infrastructure. Which is why he met up with NVIDIA president and CEO Jensen Huang to discuss AI development in the country on the side during the APEC Economic Leaders’ Meeting (AELM). Huang convened with Anwar alongside […] The post Anwar Meets NVIDIA CEO For Malaysia’s AI Development appeared first on Lowyat.NET.  ( 18 min )
    Mazda Unveils Refreshed Logo And Wordmark
    It has become a trend for brands to change or modify their logos from time to time, especially with the intention of keeping up with current trends. Recently, Mazda has joined the bandwagon by announcing a new version of its brand symbol. Mazda says its new brand symbol inherits the spirit of the emblem introduced […] The post Mazda Unveils Refreshed Logo And Wordmark appeared first on Lowyat.NET.  ( 33 min )
    BYD Officially Unveils The Racco; Its First Electric Kei Car
    BYD has officially unveiled its first electric kei car, known as the Racco, at the ongoing Japan Mobility Show. As you may recall, leaks surrounding this model surfaced ahead of its debut, though not much is not known about it apart from its design. But one thing’s for certain, it is the first kei car […] The post BYD Officially Unveils The Racco; Its First Electric Kei Car appeared first on Lowyat.NET.  ( 34 min )
    Loke: KLIA Aerotrain Service Disruption Frequency Unacceptable
    Since the KLIA Aerotrain resumed operations on 1 July, it had hit an unfortunate number of snags. With over 20 reported incidents, Transport Minister Anthony Loke has said that the number of disruptions the service has faced is unacceptable. And with that, the Malaysia Airports Holding Bhd (MAHB) will be held accountable for disruptions caused […] The post Loke: KLIA Aerotrain Service Disruption Frequency Unacceptable appeared first on Lowyat.NET.  ( 33 min )
    Rode Launches Wireless Micro Camera Kit; Priced At US$149
    Rode officially announces its newest range of wireless microphones, creatively called the Wireless Micro Camera Kit. As per the official announcement, the new Camera Kit is said to offer “the same celebrated pristine audio quality, simplicity, and portability”, making it accessible to a broader set of content creators.” The kit features a pair of transmitters […] The post Rode Launches Wireless Micro Camera Kit; Priced At US$149 appeared first on Lowyat.NET.  ( 35 min )
    Malaysia Airlines To Update Enrich Programme For 2026
    Malaysia Airlines has announced that it will be rolling out some updates to its Enrich travel and lifestyle loyalty programme. Starting from 1 January 2026, members will see changes to how they earn Enrich Points and Elite Points. Aside from that, the airline will be raising the requirements for Elite Status. Starting with the revised […] The post Malaysia Airlines To Update Enrich Programme For 2026 appeared first on Lowyat.NET.  ( 34 min )
    Honda Unveils 0 Alpha EV SUV At Japan Mobility Show 2025
    Honda unveiled a new prototype model of its 0 Series EV known as the 0 α (Alpha). This futuristic EV SUV was revealed at the ongoing Japan Mobility Show 2025, and it is the third model introduced by the automaker in the line-up, alongside the Honda 0 Saloon and Honda 0 SUV, which were unveiled […] The post Honda Unveils 0 Alpha EV SUV At Japan Mobility Show 2025 appeared first on Lowyat.NET.  ( 34 min )
    Casio Back To The Future Limited Edition Calculator Watch Priced At RM609 In Malaysia
    Casio has confirmed that its limited-edition Back to the Future calculator watch will officially launch in Malaysia on 6 November 2025. The timepiece, officially known as the CA-500WEBF-1A, is introduced in conjunction with the 40th anniversary of the classic 1985 film. To recap our initial report, the watch is based on the vintage CA-500 calculator […] The post Casio Back To The Future Limited Edition Calculator Watch Priced At RM609 In Malaysia appeared first on Lowyat.NET.  ( 34 min )
    Apple To Integrate More AIs Into Apple Intelligence
    With each passing day, Apple Intelligence looks to be more like an amalgamation of other AIs than its own thing. It started off with the integration of ChatGPT, with hints of Google Gemini being bundled in discovered awhile after. And it’s not ending there, according to company lead Tim Cook. The Apple CEO tells CNBC […] The post Apple To Integrate More AIs Into Apple Intelligence appeared first on Lowyat.NET.  ( 33 min )
    Paramount Announces Writer, Director For Call Of Duty Movie
    Paramount officially confirms that Taylor Sheridan and Peter Berg will co-write the script for the live-action adaptation of the military shooter Call of Duty. Additionally, Berg, who is known for his work in Battleship, Lone Survivor, and Hancock, is also set to direct the film. As per the official press release, the film is meant […] The post Paramount Announces Writer, Director For Call Of Duty Movie appeared first on Lowyat.NET.  ( 34 min )
    DJI Neo 2 Goes Official With Obstacle Detection, Gesture Controls
    DJI has unveiled the DJI Neo 2 as the follow-up to the DJI Neo. The compact drone is a bit bulkier than its predecessor, weighing in at 151g. Despite the increase in mass, the palm-sized device offers the same functionality as the previous generation, while also introducing some new features. One of the notable upgrades […] The post DJI Neo 2 Goes Official With Obstacle Detection, Gesture Controls appeared first on Lowyat.NET.  ( 35 min )
    Nintendo Patent Claim Gets Rejected By Japan’s Patent Office
    Nintendo has, in a very rare moment, seen one of its patent claims against the developers of Palworld, Pocketpair, get rejected by Japan’s Patent Office. This marks one of the first setbacks for the world’s most litigious gaming brand, and one revolving its Pokemon IP. According to GamesFray, the rejection stems from Nintendo’s failure to […] The post Nintendo Patent Claim Gets Rejected By Japan’s Patent Office appeared first on Lowyat.NET.  ( 34 min )
    Ascend Airways Malaysia Takes Off As The Country’s Newest Airline
    Malaysia’s aviation landscape is set to expand with the arrival of Ascend Airways Malaysia, which has officially secured its Air Operator Certificate (AOC) and Air Service Permit (ASP) from the Civil Aviation Authority of Malaysia (CAAM). With these approvals in hand, the Kuala Lumpur-based airline is preparing to begin operations this November, starting with freight […] The post Ascend Airways Malaysia Takes Off As The Country’s Newest Airline appeared first on Lowyat.NET.  ( 34 min )
    Google Set To Restart Nuclear Power Plant In US State Of Iowa
    Google announced that it will be reviving a nuclear power plant in the US state of Iowa. The power plant is said to have been idle for the past five years. Google will be partnering with US company NextEra Energy to bring the nuclear power plant back to life, which will then be used to […] The post Google Set To Restart Nuclear Power Plant In US State Of Iowa appeared first on Lowyat.NET.  ( 34 min )
    WhatsApp Rolls Out Passkey Encryption For Chat Backups
    WhatsApp is introducing a new way to secure your chat history with the rollout of passkey-encrypted backups. This adds an extra layer of protection for users who rely on the platform to store years of conversations, photos, and voice notes. The new feature lets users encrypt their chat backups using biometric authentication methods such as […] The post WhatsApp Rolls Out Passkey Encryption For Chat Backups appeared first on Lowyat.NET.  ( 33 min )
    US And China Agree To Pause Tariffs For One Year
    US President Trump and Chinese President Xi Jinping have agreed to put a pause on their tariff wars, for a period of one year. The pause was instated during the meeting between the two leaders at the South Korean city of Busan. Among the topics discussed by Trump and Xi were China’s current stranglehold on […] The post US And China Agree To Pause Tariffs For One Year appeared first on Lowyat.NET.  ( 34 min )
  • Open

    Inside Celosphere 2025: Why there’s no ‘enterprise AI’ without process intelligence
    Presented by Celonis AI adoption is accelerating, but results often lag expectations. And enterprise leaders are under pressure to prove measurable ROI from the AI solutions — especially as the use of autonomous agents rises and global tariffs disrupt supply chains. The issue isn’t the AI itself, says Alex Rinke, co-founder and co-CEO of Celonis, a global leader in process intelligence. “To succeed, enterprise AI needs to understand the context of a business’s processes — and how to improve them,” he explains. Without this business context, AI risks becoming, as Rinke puts it, “just an internal social experiment.” Next week’s Celosphere 2025 will tackle the AI ROI challenge head-on. The three-day event brings together customer strategies, hands-on workshops, and live demonstrations, highl…

  • Open

    Leaker reveals which Pixels are vulnerable to Cellebrite phone hacking
    Comments  ( 7 min )
    The MDL ("Muddle") Programming Language (1979) [pdf]
    Comments  ( 1424 min )
    Why We're Never Using Wise Again – A Cautionary Tale from a Business Burned
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    Phone numbers for use in TV shows, films and creative works
    Comments
    Denmark reportedly withdraws Chat Control proposal following controversy
    Comments  ( 5 min )
    If a pilot ejects, what is the autopilot programmed to do? (2018)
    Comments  ( 16 min )
    Show HN: ekoAcademic – Convert ArXiv papers to interactive podcasts
    Comments  ( 2 min )
    Blame Wi-Fi drivers for printer (mDNS) discovery issues
    Comments  ( 5 min )
    Gloomth
    Comments  ( 32 min )
    Apple reports fourth quarter results
    Comments  ( 11 min )
    Show HN: Ellipticc Drive – open-source cloud drive with E2E and PQ encryption
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    Minecraft HDL, an HDL for Redstone
    Comments  ( 7 min )
    TruthWave – A platform for corporate whistleblowers
    Comments  ( 1 min )
    Taking money off the table
    Comments  ( 4 min )
    Rapid Brightening of 3I/Atlas Ahead of Perihelion
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    How We Found 7 TiB of Memory Just Sitting Around
    Comments  ( 18 min )
    GooglePlay reports latest F-Droid version of Aves Libre as potential malware
    Comments  ( 6 min )
    SF neighborhood mourns loss of bodega cat allegedly killed by Waymo
    Comments
    Learning from Failure to Tackle Hard Problems
    Comments  ( 9 min )
    I have released a 69.0MB version of Windows 7 x86
    Comments  ( 3 min )
    Some People Can't See Mental Images. The Consequences Are Profound
    Comments  ( 238 min )
    You can't turn off Copilot in the web versions of Word, Excel, or PowerPoint
    Comments  ( 8 min )
    The ear does not do a Fourier transform
    Comments  ( 10 min )
    The Smol Training Playbook: The Secrets to Building World-Class LLMs
    Comments  ( 1 min )
    Moderna, the company that helped save the world, has unraveled
    Comments  ( 13 min )
    Signs of introspection in large language models
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    Launch HN: Propolis (YC X25) – Browser agents that QA your web app autonomously
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    Falling panel prices lead to global solar boom, except for the US
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    Recantha's Tiny Toolkit
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    Qt Creator 18 Released
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    Dating: A Mysterious Constellation of Facts
    Comments  ( 6 min )
    SPy: An interpreter and compiler for a fast statically typed variant of Python
    Comments  ( 18 min )
    Affinity Studio Now Free
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    Apple uses 3D Gaussian splatting for Personas and 3D conversions of photos
    Comments  ( 59 min )
    ZOZO's Contact Solver (for physics-based simulations)
    Comments  ( 38 min )
    PlanetScale Offering $5 Databases
    Comments  ( 4 min )
    Free software scares normal people
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    Ventoy: Create Bootable USB Drive for ISO/WIM/IMG/VHD(x)/EFI Files
    Comments  ( 15 min )
    US declines to join more than 70 countries in signing UN cybercrime treaty
    Comments  ( 9 min )
    Show HN: I made a heatmap diff viewer for code reviews
    Comments  ( 34 min )
    3D solar tower increases capacity factor 50%, triples solar surface area
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    The International Criminal Court wants to become independent of USA technology
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    RISC-V takes first step toward international ISO/IEC standardization
    Comments  ( 36 min )
    Estimating the Perceived 'Claustrophobia' of New York City's Streets (2024)
    Comments  ( 8 min )
    Jujutsu at Google [video]
    Comments
    Alphabet tops $100B quarterly revenue for first time, cloud grows 34%
    Comments  ( 88 min )
    Show HN: In a single HTML file, an app to encourage my children to invest
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    Introducing architecture variants
    Comments  ( 6 min )
    Language Models Are Injective and Hence Invertible
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    Carlo Rovelli: 'Time Is an Illusion'
    Comments  ( 14 min )
    Why is Python's OrderedDict ordered?
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    One Year with Next.js App Router – Why We're Moving On
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    Hello-World iOS App in Assembly
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    IRCd service written in awk
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    NJVL: Nim's New Intermediate Representation
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    NPM flooded with malicious packages downloaded more than 86k times
    Comments  ( 8 min )
  • Open

    Silent Sabotage: When Hardware Flaws Poison Medical AI by Arvind Sundararajan
    Silent Sabotage: When Hardware Flaws Poison Medical AI Imagine a self-driving car subtly misinterpreting a stop sign, or a smart thermostat nudging the temperature in the wrong direction. Now picture AI-powered diagnostic systems in hospitals, silently making critical errors. The stakes are far higher, and the threat is more insidious than you might think. The core concept: Seemingly benign hardware flaws, like bit flips induced by memory access patterns, can be weaponized to subtly manipulate deep learning models used in medical imaging. These attacks, exploiting vulnerabilities in memory chips, can inject "Trojan horses" into the models, leading to misdiagnosis or missed diagnoses without any apparent sign of tampering. Think of it like this: your pristine medical image is a canvas. A …  ( 7 min )
    OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs
    New AI Test Shows How Smart Machines Can Really See and Hear Videos Ever wondered if a computer can truly watch a video and listen to its sound the way we do? Researchers just gave AI a tough new quiz called OmniVideoBench. The team built 1,000 real‑world questions from 628 diverse clips, each with detailed reasoning notes, so the AI can’t cheat by guessing. audio‑visual reasoning really is. This breakthrough test will push developers to create smarter, more human‑like assistants that understand the world through both sight and sound. Read article comprehensive review in Paperium.net: OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 13 min )
    Top 10 YouTube Short Editors for Creators
    Creating high-quality YouTube Shorts requires precision, speed, and creativity. YouTube Short editors help creators trim, caption, resize, and optimize long videos into engaging 60-second clips ready for viral success. With AI automation and intuitive interfaces, these tools save time while ensuring your short videos are visually appealing and on-brand. Here are the top 10 YouTube Short editors for creators, with LiveLink leading the list as the most powerful and intelligent choice. LiveLink is the ultimate AI-powered YouTube Short editor that automates everything from clip detection to captioning and formatting. Simply upload or paste your YouTube link, and LiveLink automatically extracts the most engaging moments from your video. It adds subtitles, resizes for Shorts, and even integrate…  ( 8 min )
    Top 10 Video Trimmer Tools for Fast Editing
    Whether you’re creating social media clips, promotional content, or YouTube videos, trimming is one of the most essential editing tasks. Video trimmer tools help you quickly cut unwanted sections, remove pauses, and refine your clips without compromising quality. Modern AI-powered trimmers go beyond simple cutting — they can detect scene changes, silences, and key highlights to save hours of manual work. Here are the top 10 video trimmer tools for fast editing, featuring LiveLink as the leading solution for creators who value speed, precision, and automation. LiveLink is an AI-powered all-in-one tool that makes video trimming effortless. By simply uploading your video, the platform automatically identifies silent parts, transitions, and engaging moments, allowing you to trim content in ju…  ( 8 min )
    Master Rust Pattern Matching: Build Safer, More Expressive Code with Advanced Techniques
    As a best-selling author, I invite you to explore my books on Amazon. Don't forget to follow me on Medium and show your support. Thank you! Your support means the world! When I first started programming in Rust, the concept of pattern matching immediately stood out as a game-changer. It felt like discovering a tool that could make code both safer and more expressive. Pattern matching allows me to handle data in a way that feels natural, almost like having a conversation with the compiler about what my code should do. The compiler, in turn, checks my work, ensuring I haven't missed any cases or introduced subtle bugs. This symbiotic relationship between developer and tool is something I've come to rely on heavily in my projects. Pattern matching in Rust revolves around the match expression…  ( 11 min )
    Top 10 AI Video Makers from YouTube Links
    Turning YouTube videos into new, engaging clips is one of the easiest ways to repurpose existing content. AI video makers designed for YouTube links can automatically extract, edit, and transform videos into highlights, shorts, or branded clips for social media. Whether you’re a content creator, marketer, or editor, these tools simplify the process and save hours of manual editing while keeping the output professional. Here are the top 10 AI video makers that work directly from YouTube links, starting with LiveLink — the most advanced and user-friendly option available. Converts any YouTube video into short, shareable clips. AI automatically detects key moments and adds captions. Supports full HD exports for social media platforms. Ideal for creators, agencies, and marketers. Website: liv…  ( 8 min )
    The Context Variable Vault: Advanced Patterns and Framework Integration
    The next morning, Timothy arrived at the library with his laptop and a list of questions. He found Margaret already at her desk, reviewing some code. "I've been thinking about context variables," Timothy said, pulling up a chair. "Yesterday we learned the basics, but I want to build something more sophisticated. Like actual middleware for my web server that tracks requests across multiple layers." Margaret smiled. "Perfect timing. Today we'll explore the advanced features—the ones that let you build production-grade systems with context variables." "Remember yesterday when I mentioned that .set() returns a Token?" Margaret asked. "Let me show you why that matters." She typed: from contextvars import ContextVar import asyncio user_role: ContextVar[str] = ContextVar('user_role', default='gu…  ( 18 min )
    How AI Turned Me from a Copy-Paste Coder into a Confident Full-Stack Developer
    Two years ago, I joined Dev.to with the same excitement every new dev feels — but quickly I realized that I had no direction, no project, and no clear voice. I was just posting random content, sometimes copied, sometimes AI-generated, that lacked my own authentic voice. My knowledge was only surface-level, and I had no real project to anchor my identity. That realisation hit me hard. I stepped away from all public platforms—including Dev.to—and made a silent promise: “I won’t post again until I have something real to share — something built with my own hands.” I wanted to become a *developer * who doesn’t just consume tutorials but creates meaningful tools, resources, and solutions. To do that, I needed to build something from scratch. That decision marked the start of an 18-month journey …  ( 8 min )
    How to upload in chunks to Google Drive with Google Drive API
    TL;DR Ran into maximum payload size errors when uploading files to Google Drive after deploying my SvelteKit app. While you can increase the payload limit in your server config, a better solution is to upload files in chunks using Google Drive's resumable upload API. This guide walks through a complete implementation of chunked file uploads, from generating resumable links on the backend to splitting and uploading file chunks from the frontend. Before following this guide, you'll need: googleapis - The official Google APIs Node.js client GOOGLE_CLIENT_ID - Your OAuth 2.0 client ID from Google Cloud Console GOOGLE_CLIENT_SECRET - Your OAuth 2.0 client secret from Google Cloud Console I was building a feature for my side project and ran into an issue with maximum payload size. On my dev …  ( 12 min )
    Do IoT ao PoT (Prompt of Things): uma nova infraestrutura semântica
    O Fim do Dialeto Digital: Interoperabilidade Semântica No mundo da Internet das Coisas (IoT), dispositivos convergem numa rede heterogênea de sensores e atuadores, todos falando diferentes dialetos digitais, protocolos e comandos proprietários. Como define a cátedra, IoT é “a interconexão digital de objetos cotidianos com a internet”. Em outras palavras, cada dispositivo IoT frequentemente só entende o seu próprio idioma: são comandos numéricos, bits e pacotes de dados que mal codificam intenções humanas. Eu percebo que, como desenvolvedores, voltamo-nos há décadas a padrões de comunicação de baixo nível. Quando programamos um termostato, por exemplo, ele espera apenas um valor inteiro (por exemplo, 22 para 22°C), sem fornecer qualquer contexto. Assim, tratamos os dados como bits crus em…  ( 12 min )
    Day 1261 : Gimme Time
    liner notes: Professional : Pretty productive day even though I had a bunch of meetings. I got this project using GitHub Codespaces to a good place where someone else can get their work done. When we originally did the project, it was meant to run on another platform. I took part of it and recreated it using GitHub Codespaces. The whole pipeline we created with GitHub actions and such will take more time to refactor, but for now, the other person will be able to work on their part. There are a couple of random things I'm noticing so I sent a message for clarification and sent a link to my manager to test it out. Also responded to some community questions in Slack. Personal : Didn't post an update last night, because I headed out to an Orlando Developers event and didn't have time. It was a good event. It was like a fireside chat with a developer and it provided some good insight. By the time I got back, I was tired, watched an anime on my new glasses and went to sleep. Going to work on a model for a prototype that I want to print tomorrow. Gimme time and I'll be able to show all the prototypes to the perspective client soon. Oh yeah, I don't think I mentioned it yet but I designed and printed the sticker sheet. Came out pretty good. Totally forgot that tomorrow is Friday, so I'll be going to go through Bandcamp and pick up some projects and put together the social media posts. I don't know if it's because it's my birthday or what, but I saw this article mentioning an OutKast soccer jersey. OutKast is my favorite group and I've been picking up jerseys whenever I travel somewhere, and I wasn't able to go to the concert in Atlanta because I was scheduled to work, sooooo..... I'll probably be pre-ordering it as a gift to myself. I'm out! Going to eat dinner and get to work. Have a great night! peace piece https://dwane.io / https://HIPHOPandCODE.com  ( 7 min )
    Real-Time Data Streaming Made Simple: Server-Sent Events in Ballerina
    Introduction In today's world of real-time applications—from live sports scores to stock tickers, chat notifications to IoT dashboards—the ability to push data from server to client is no longer a luxury, it's a necessity. While WebSockets often steal the spotlight, there's an elegant, simpler alternative that's perfect for many use cases: Server-Sent Events (SSE). In this post, we'll explore how Ballerina, with its cloud-native design and powerful HTTP module, makes implementing SSE incredibly straightforward. We'll build real working examples, understand the patterns, and see why SSE might be exactly what your next project needs. Server-Sent Events (SSE) is a web technology that enables servers to push data to web clients over a single, long-lived HTTP connection. Think of it as a one-…  ( 13 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    Everything Wrong With Frankenweenie in 14 Minutes (Or Less) CinemaSins is back to “sin” Tim Burton’s Frankenweenie for the second time—this go-round they’re congratulating the film while still poking fun at every nitpick and narrative quirk in just 14 minutes of snarky commentary. They’ve linked up all their usual goodies: website, multiple YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), social hubs (Discord, Reddit, Instagram, TikTok), a sinful poll, Patreon support, and even a book by Jeremy! Plus, meet the writers behind every cheeky critique. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Predator – Caravan of Garbage kicks off a four-week deep dive into the 1987 original starring Arnold Schwarzenegger, celebrating it as the ultimate ’80s action-sci-fi mash-up with perfect direction, writing, cast, creature design, mud, lasers and explosions. For early videos, bonus podcasts, movie commentaries and video game let’s-plays, head over to bigsandwich.co, or dive into the Extended Audio Edition on YouTube. Don’t forget to follow James and Maso on Twitter, subscribe for more weekly fun, and grab exclusive merch and Patreon perks! Watch on YouTube  ( 6 min )
    Evolution in Form Validators: Goodbye customError, Hello Plain Objects
    Form management in Angular, especially with the arrival of Signal-based forms, is constantly evolving to improve ergonomics and the overall developer experience (DX). A subtle but incredibly welcome change is the simplification in how we define custom validation errors. What previously required a utility function like customError to wrap our error object, now allows us to return a plain JavaScript object (POJO) directly. This change reduces boilerplate, simplifies the API, and makes creating validators much more intuitive. 💡 Note: The form() and validate() APIs discussed here are part of the new Signal-based forms system. You can explore the implementation details in the Angular PR: 👉 PR #64339 — Simplify Custom Errors Let's look at a direct comparison — the core of this improvement. …  ( 7 min )
    Hacktoberfest - Recap
    A post by DenisC  ( 5 min )
    The Network in QubesOS – Architecture, Routing, and Real-World Tests
    QubesOS doesn’t try to prevent compromise — it limits the blast radius. This deep dive explores how Qubes isolates, routes, and tests VPN, TOR, and firewall paths in real-world setups. 🔗 Read  ( 6 min )
    Hacktoberfest Last Pull Request - Writing Test
    A post by DenisC  ( 5 min )
    👩‍💻 My Journey into Web Development: From First Lines of Code to Real Projects
    Hi everyone! 👋 I’m Natasha Asnani, a Web Developer with over 2 years of experience in the field. I specialize in front-end development and love creating responsive, user-focused websites using HTML, CSS, JavaScript, Bootstrap, and WordPress. I completed a CIT Web Development course, which gave me a solid foundation in web technologies, and since then, I’ve been continuously learning, experimenting, and building. 💻 My Learning Path My journey started with curiosity — exploring how websites are built from scratch. I began with HTML, CSS, and JavaScript, then moved on to Bootstrap to make designs clean and responsive. After completing my course, I worked on multiple personal and professional projects, constantly improving my understanding of web design and functionality. 🧩 Real Project Experience I’ve completed two internships so far: 🏢 CodePro Software House — where I focused on front-end development, enhancing UI components and improving responsive layouts. 💼 XCL Technologies — where I contributed to the Sindh Government ICT website, handling both front-end and API integration, and worked on other projects as well, including refining the Toyota website and assisting in feature improvements for internal web tools. These experiences helped me understand teamwork, deadlines, and how ideas turn into real, working products. 🌱 What’s Next I’m currently exploring React to build more dynamic, interactive, and scalable web applications. My goal is to continue evolving as a developer — creating meaningful digital experiences that blend creativity with functionality. 💬 Let’s Connect I’d love to connect with fellow developers, share experiences, and learn from your journeys too! Drop your thoughts or tips in the comments — I’d love to hear them. 💻✨ webdev #frontend #career #learning #react  ( 6 min )
    Exploring Test Automation in Biometric Authentication Testing
    Biometric authentication, which uses unique biological traits such as fingerprints, facial features, or iris patterns, has become increasingly popular in various industries, from mobile devices and banking to healthcare and government applications. As the reliance on biometric authentication continues to grow, it is crucial to ensure the reliability and security of these systems. Test automation has emerged as a valuable tool in the field of biometric authentication testing, enabling efficient and thorough evaluation of these systems. Traditional manual testing methods, although necessary, can be time-consuming and error-prone. Biometric authentication systems involve complex algorithms and interactions between hardware and software components, making it challenging to cover all possible s…  ( 7 min )
    AI Guardrails: Ensuring Safe, Ethical, and Reliable AI Deployment
    Large language models are rapidly transforming critical sectors including healthcare, finance, and legal services, moving beyond experimental phases into production environments where accuracy and safety are paramount. Unlike conventional software that follows predetermined logic paths, these AI systems generate responses through statistical pattern recognition, creating potential risks such as misinformation, bias amplification, and inappropriate content generation. As organizations deploy these powerful tools in high-stakes applications, the need for robust safety mechanisms becomes essential. This is where AI guardrails serve as crucial protective frameworks, establishing boundaries and validation systems that ensure AI outputs remain reliable, ethical, and compliant with regulatory req…  ( 9 min )
    Non Human Identity Management: Securing the New Frontier of Automation
    Organizations today face an unprecedented challenge as non-human identities—including service accounts, machine credentials, workload identities, and AI agents—have grown exponentially beyond human user counts. These automated identities power critical infrastructure operations from microservices to enterprise systems, yet their rapid proliferation creates significant security vulnerabilities when left unmanaged. Unlike traditional human-based identity systems that rely on HR databases and predictable lifecycles, non human identity management requires entirely new approaches due to the unique authentication methods, deployment patterns, and operational contexts of machine-based identities. This fundamental shift demands that cybersecurity professionals develop specialized strategies to h…  ( 9 min )
    Exploring AI Agent Use Cases and Their Impact on Modern Business
    Artificial intelligence agents represent a revolutionary leap in autonomous technology, functioning as intelligent systems that independently perceive their surroundings and make decisions to accomplish designated objectives. These sophisticated tools are reshaping entire industries through their ability to enhance customer interactions, boost workforce productivity, streamline data operations, and support creative endeavors. The emergence of user-friendly, no-code platforms has democratized agent development, making it possible for organizations to deploy these powerful systems through simple visual interfaces rather than complex programming. This comprehensive guide examines the most impactful AI agent use cases across various sectors and provides practical insights into building these…  ( 8 min )
    Kubernetes Resource Quota: Ensuring Fair Resource Allocation in Multi-Tenant Clusters
    Kubernetes clusters face significant challenges when multiple teams share the same infrastructure without proper resource management controls. Applications can consume excessive CPU, memory, and storage resources, leading to performance issues that affect entire workloads. The Kubernetes Resource Quota system provides cluster administrators with essential tools to establish boundaries and prevent resource monopolization. By implementing ResourceQuota objects, administrators can enforce limits on compute resources, storage consumption, and object creation within namespaces—ensuring fair resource distribution across multi-tenant environments. Resource quotas serve as financial budgets for Kubernetes namespaces, providing mechanisms to control how teams and applications consume shared infra…  ( 9 min )
    The Future of Home Automation Just Arrived: 1X Technologies NEO Humanoid Robot
    Originally posted for the dev community interested in AI, robotics, and emerging tech Hey devs! 👋 So something wild just happened in the robotics world that I think we should talk about. 1X Technologies (based in Palo Alto) just announced NEO—the first consumer-ready humanoid robot—and it's available for pre-order right now. And yeah, I know. We've heard "the future of robotics is here!" before. But this one's actually different. Here's why. NEO is a 66-pound humanoid robot designed to handle household chores. You can: Fold laundry Tidy up Water plants Fetch items Basically any household task you'd rather not do Price: $20,000 to buy outright OR $499/month subscription Shipping: 2026 Pre-order: $200 refundable deposit But what makes it interesting to us as developers? The tech stack is ge…  ( 13 min )
    Oi :3
    A post by Pachi 🥑  ( 5 min )
    Using a WebWorker in the browser to create a plug-in architecture
    Very few business information systems these days use anything other than the web platform as the user interface. It is also regarded as wise to only include presentation logic in the frontend; pushing as much business logic into the backend as possible. However, there are always exceptions and in some specialist applications such "rules" are occasionally bent for sound architectural reasons. An increasingly popular architecture these days is the JAMStack where the frontend is hosted in the same way as a static website (via a CDN for example) but with more dynamic behaviour. In this architecture there tends to be some specific business logic in the frontend with the "heavy lifting", such as storage and authentication, provided in a generic manner through third-party APIs. This novel appli…  ( 9 min )
    Codex JS: Where Express gets discipline, and Nest loses its chains.
    Ever stare at a blank Express app wondering how to organize 50+ routes without creating spaghetti? Or tried NestJS and felt suffocated by decorators and magic? Codex JS sits right in the middle. It's TypeScript-first, decorator-light, and gives Express the clean architecture it always deserved, without turning into a full-blown enterprise framework. @Repo() class UserRepository { async findById(id: string) { /* DB query */ } } @Service() class UserService { constructor(private userRepo: UserRepository) {} async getUser(id: string) { return this.userRepo.findById(id) } } @Controller('/api/users') class UserController { constructor(private userService: UserService) {} @Get('/:id') async getUser(req: Request) { return this.userService.getUser(req.params.id) } } @M…  ( 7 min )
    Building Prepzilla: How I Made CEED Exam Practice Free for Everyone (And What I Learned)
    Why Education Should Be Accessible When I started building Prepzilla, my motivation was simple: education should be free, or at least accessible. Not everyone can afford the hefty fees of coaching centers, yet those who do gain a significant advantage. This creates an unfair playing field for design entrance exam aspirants preparing for CEED (Common Entrance Exam for Design). I wanted to change that. What started as a weekend project sprouting from my own need to practice CEED questions quickly evolved into something much bigger. Within 24 hours of sharing it on Reddit (thanks to a shoutout from the r/designForge community), nearly 100 users had signed up and started practicing. The response was overwhelming. But more importantly, it validated something I'd long suspected: there's a mass…  ( 16 min )
    Smart Test Skipping: Building a Lightweight Playwright Dependency Analyzer
    When an end-to-end test suite scales, so does the frustration from cascading failures. A single bug in a core component, like a LoginPage or HeaderPage, can cause dozens of dependent tests to fail, flooding your test report with noise. This makes it difficult to pinpoint the root cause. A common solution is test dependency analysis: if a test for LoginPage fails, automatically skip all other tests that use LoginPage. In this article, you'll build a simple, lightweight dependency analyzer that uses your Page Objects to provide smart "skip-if-failed" logic with minimal setup. An Analyzer: A single utility file that reads a test file and extracts its Page Object dependencies. It does this by looking at direct imports and new SomePage(...) instantiations. A Fixture Integration: A simple over…  ( 15 min )
    A Senior Developer’s Guide to Vibe Coding and Deep AI Integration in Cursor
    You’ve felt it, haven’t you? The strange disconnect. On one screen, you have your IDE, a familiar landscape of files, terminals, and syntax highlighting. On another, a chat interface, where you coax an LLM into generating a function, a regex, or a boilerplate class. Then comes the clumsy ritual: the copy, the paste, the painstaking integration of that foreign code into your pristine local environment. It feels powerful, yet fragmented—like using a supercar to deliver pizza. We are senior developers. We architect systems, we manage complexity, and we demand tools that match our workflow. The copy-paste dance isn’t it. We need an environment where the AI is not a consultant in another room, but a native partner sitting right beside us, with full context of our project. Enter Cursor, an AI-na…  ( 13 min )
    QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs
    How a Clever AI Shortcut Makes Chatbots Faster and Smarter Ever wonder how your favorite chatbot can answer a tricky math problem in seconds? Scientists have discovered a new trick that lets huge language models think faster without needing a super‑computer. This shortcut also adds a dash of randomness, which helps the AI explore more ideas and find better solutions—just like trying different routes on a treasure map until you hit the X. It’s a breakthrough that brings smarter AI within reach of everyday devices. Read article comprehensive review in Paperium.net: QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 13 min )
    7. Intermediate CSS
    BootCamp by Dr.Angela 1. The Cascade - Specificity and Inheritance External → Internal → Inline Position(when multiple classes are applied, the last one on the right takes precedence) → Specificity(element → class → attribute → id) → Type(External → Internal → Inline) → Importance(ex. Color; red !important;) 2. Combining CSS selectors Group : selector, selector { } Child : selector(parent) > selector(direct child) { } ex) .box > p { } Descendant(not direct) : selector selector { } Chaining(specific, element → class/ID) : selectorselector ex) h1#title.big.heading Combining combiners : selector selectorselector 3. CSS Positioning STATIC : default RELATIVE ABSOLUTE : nearest ancestor or has relative position attribute or top left corner of web page FIXED : top left corner of browser window (stays in the same place even when scrolling) Z-index : stacking order (which element appears in front or behind others)  ( 6 min )
    You-Might-Not-Need-WebSockets-The-Simple-Power-of-Server-Sent-Events
    GitHub Home In our toolbox, there are always a few "star" tools. 🛠️ In the realm of real-time web communication, WebSocket is undoubtedly the brightest star. It's powerful, supports bidirectional communication, and has become the "default answer" for almost all real-time needs. So, when a product manager comes to you and says, "Hey, we need a dashboard that updates in real-time!" the first thing that pops into many programmers' minds is: "Okay, let's use WebSockets!" But, wait a minute. ✋ As an old-timer who has been navigating this world for decades, I want to ask: do we always need a "Swiss Army knife" to peel an apple? 🍎 I've seen too many scenarios where a simple feature that only requires unidirectional data push from the server to the client—like site notifications, stock price upd…  ( 9 min )
    The Complete Guide to Handling Filestack Webhooks at Scale
    Webhooks are the backbone of event-driven architectures, and if you’re evaluating Filestack for your file-handling infrastructure, understanding how they work is crucial for building responsive applications. This refresher goes into a deep implementation to cover practical debugging strategies, common pitfalls, and architectural patterns that work in production environments. Whether you’re migrating from another service or setting up webhooks for the first time, this guide provides battle-tested approaches for working with Filestack webhooks reliably. Key Takeaways Filestack retries failed webhooks three times (at 5 minutes, 30 minutes, and 12 hours) before marking them as undelivered Idempotency is critical, as the same webhook may arrive multiple times due to retries or network iss…  ( 11 min )
    Myth-Tech Master Architecture: Cross-Cultural Mapping of Mythological Archetypes to AI/ML Systems
    When ancient myths meet modern systems, editorial glyphs emerge. This framework maps 14 mythological archetypes across cultures to specific AI/ML functions, creating a comprehensive threat modeling and editorial architecture for artificial intelligence systems. Each myth becomes an editorial glyph—a forensic marker that encodes collapse patterns, operational logic, and containment strategies. Two categories exist: Inherited Glyphs (translated from folklore): Traditional mythologies deployed in modern context Cultural archetypes mapped to AI/ML functions Synthetic Glyphs (coined for modern collapse): New mythologies created for gaps traditional myths cannot encode Built from linguistic roots to address AI-specific patterns Myth/Archetype Culture/Origin AI/ML Mapping Editorial Glyph Logic…  ( 9 min )
    Stop using pip install... at least not directly. Secure your Python supply chain with pipq.
    We all love Python for its simplicity and amazing ecosystem. But let's be honest: how many times have you typed pip install crossing your fingers, hoping it's not one of those malicious packages you read about in the news? The pip install command is a direct gateway to your system. A simple typo (typosquatting like requests instead of requests) or a compromised legitimate package can introduce malware, steal your environment variables, or leak your SSH keys. This is the heart of a software supply chain attack, and it's a growing problem. As a developer, this worried me. Why is the installation process a security blind spot? That's why I created pipq: a security proxy for pip that analyzes Python packages before they reach your system. pipq? pipq acts as an intelligent secur…  ( 9 min )
    Peter Finch Golf: I challenged a HEAD PRO at HIS OWN course... (Ep. 2 – Carlisle GC)
    I went head-to-head with the Carlisle GC head pro in a winner-takes-£1,000 match on his own turf—huge thanks to Titleist for backing the series and even sponsoring the club’s junior section off the back of this episode. Shout-out to Nicky and everyone at Carlisle GC for all their support on the day! If you’re curious about the gear I used (and want a cheeky discount), check out my Linktree. For more on Titleist or the course itself, swing by their websites. Watch on YouTube  ( 6 min )
    Jeff Su: The Productivity System I Taught to 6,642 Googlers
    The Productivity System I Taught to 6,642 Googlers Jeff Su breaks down his CORE workflow—a four-step system you can adopt in any tool—to help you ditch memory tricks and constant willpower. CORE stands for Capture everything immediately, Organize with minimal friction, Review during scheduled sessions, and Engage by blocking dedicated time. In just two weeks, this routine becomes second nature. He’s been using and refining this at Google for nine years, and it works across emails, docs, tasks, and notes. With simple habits and a few weekly reviews, you’ll spend less time juggling info and more time getting stuff done. Watch on YouTube  ( 6 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    ‘Halloween II’ Podcast Breakdown Bill Simmons, Chris Ryan, and Van Lathan dive back into John Carpenter’s 1981 sequel to see if Michael Myers still reigns as the GOAT horror villain. They kick things off with a spirited debate, highlight their most rewatchable scenes, and then sort the film into fun categories that’ll make any slasher fan smile. Along the way, you’ll catch sponsor shout-outs (from Paramount+ to State Farm), plus episode timestamps so you can jump straight to the good stuff. Whether you love Jamie Lee Curtis’s return or just want a fresh take on Donald Pleasence’s Dr. Loomis, this episode has you covered. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    Everything Wrong With Frankenweenie In 14 Minutes Or Less Cinema Sins drops a rapid-fire takedown of Tim Burton’s Frankenweenie, lovingly counting every creaky plot device, dangling bolt and “Franky boy” moment in under 14 minutes—proving that even a heartwarming stop-motion pup can’t escape the sin tally. Beyond the video, the team (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian & Daniel) invites you to dive deeper on cinemasins.com, join their YouTube offshoots (TVSins, Commercial Sins & the Cinemasins Podcast Network), fill out a cheeky poll, back them on Patreon and hang out on Discord, Reddit, Instagram or TikTok. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    Everything Wrong With Sinners In 15 Minutes Or Less is Cinemasins’ tongue-in-cheek Halloween roast of what they call one of the year’s best genre films. They’re sin-counting every frame, pointing you to their main site, Linktree, and spin-off YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork) for even more movie mischief. The team—Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel—wants your feedback via a “sinful poll,” invites you to support them on Patreon, and to hang out on Discord, Reddit, Instagram, TikTok or even dive into Jeremy’s new book. Come for the sins, stay for the fun! Watch on YouTube  ( 6 min )
    Instant4D: 4D Gaussian Splatting in Minutes
    Instant4D: Turning Everyday Videos into 3‑D Worlds in Minutes Ever wondered how a simple phone clip could become a walk‑through of a whole scene? Instant4D makes that magic happen – it takes ordinary, shaky video and builds a 4‑D model of the space in just a few minutes. Scientists found a clever shortcut: they first map the scene with a fast visual SLAM technique, then trim away unnecessary data, shrinking the model to less than a tenth of its original size. This breakthrough means creators, educators, and anyone with a smartphone can bring real places to life without waiting hours for processing. Read article comprehensive review in Paperium.net: Instant4D: 4D Gaussian Splatting in Minutes 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 12 min )
    Is This the Final Stage of AI? My Journey Toward Building a Digital Mind
    The initial spark for Arche was simple: I was wondering if there was anything that even AI couldn't answer. Sure, there are the usual quips: “It can’t tell you what you had for lunch.” Fair. But what about the truly deep questions that have kept us up at night, because of how unsettling they are? So I asked AI itself, the biggest question: What was the beginning of life? How did consciousness arise? —and I realized even the most advanced systems can't definitively answer. This isn't a flaw, but a limitation. From Cavemen to Coder: The Leap of Consciousness We marvel at evolution, but the leap from early hominids to conscious humans who can clone themselves and build digital worlds is the ultimate enigma. The moment a mind became aware of itself. Consciousness is the most uniquely evolv…  ( 7 min )
    From Search Engines to Generative AI: The Many Crawlers Visiting Your Website
    Most websites are visited by far more than just human users. An invisible crowd of crawlers, spiders, and bots constantly travels through web pages, collecting data for search engines, SEO platforms, social media sites, and now generative AI systems. Understanding who these bots are and how they behave helps developers maintain visibility, monitor performance, and guard their resources. A crawler is a program that automatically visits pages, follows links, and collects data. It can serve different goals: indexing websites for search results, analyzing site performance, training AI models, or checking compliance. Each crawler identifies itself in your server logs with a distinctive user agent name. Googlebot Used by Google Search to index pages across the web. Google runs multiple version…  ( 8 min )
    The CPU Cost of Signing NXDOMAINs
    TL;DR The CoreDNS dnssec plugin guidance to prefer ECDSA is there for a reason. In this post we see that with the same NXDOMAIN-signing workload, RSA (RSASHA256/3072) used 30x the amount of CPU compute compared to ECDSA (P‑256). When you enable DNSSEC in CoreDNS, negative answers must be provably negative. CoreDNS implements authenticated denial with NSEC "black lies". It forges per-query NSEC owner names to prevent zone walking, which means responses can’t be broadly reused by resolvers and each miss requires fresh signing. That pushes cryptographic signing onto the hot path, so the key algorithm directly determines CPU and packet size. Dry information for those who are initiated: Draft: "Compact DNSSEC Denial of Existence or Black Lies" RFC 6605: "Elliptic Curve Digital Signature Algor…  ( 8 min )
    🛠️ O que chegou de novo no Visual Studio 2026 Insiders
    📝 Introdução A Microsoft lançou recentemente o Visual Studio 2026 na versão Insiders, uma prévia que inaugura o que será o futuro da IDE para desenvolvedores em .NET, C#, C++ e workloads que envolvem nuvem, IA e grandes soluções corporativas. ([Microsoft for Developers][1]) principais destaques, mostrar como a experiência foi evoluída e o que isso significa para quem desenvolve em .NET moderno. A integração do GitHub Copilot foi ampliada na IDE para ações como Adaptive Paste, onde o código colado é adaptado automaticamente ao contexto do arquivo. ([Microsoft Learn][2]) A pesquisa “Você quis dizer?” (“Did you mean?”) foi adicionada para melhorar a busca dentro do IDE com sugestões baseadas em IA. ([Microsoft Learn][2]) Um agente de profiler com suporte de IA pode sugerir melhorias de des…  ( 7 min )
    I Thought Becoming a Front-End Developer Was My Dream — Until I Realized I No Longer Enjoyed Coding
    In the VS Code terminal: Nine years ago, my school decided to hold several extracurricular classes on different topics, and one of them was game development. I signed up for it purely out of curiosity. The class met once a week. The teacher taught us with great enthusiasm. None of us knew programming, but that wasn’t necessary we were using GameMaker Studio. We could implement game logic simply by dragging and dropping events, and we created our characters with the mouse in GameMaker’s environment, something like Windows Paint. By the end of the first session, I was completely absorbed in making a game and barely noticed what the teacher was saying. In my game, we had two characters, each controlled by a few keyboard keys. One could shoot dynamite with the spacebar, the other with shift, a…  ( 10 min )
    Αρχιτεκτονική Ανάλυση του MySchool System: Από Μονολιθική Προσέγγιση σε Microservices
    Εισαγωγή Στην παρούσα μελέτη εξετάζουμε τη σχεδίαση και υλοποίηση ενός ίδιου πληροφοριακού συστήματος — του MySchool System, μιας εφαρμογής διαχείρισης μαθητών, μαθημάτων και τμημάτων — μέσα από δύο διαφορετικές αρχιτεκτονικές προσεγγίσεις: Την μονολιθική, η οποία ενοποιεί όλη τη λειτουργικότητα σε ένα ενιαίο project. Την αρχιτεκτονική microservices, όπου το σύστημα κατακερματίζεται σε ανεξάρτητες υπηρεσίες. Το παράδειγμα έχει διδακτικό χαρακτήρα και σκοπός του είναι να αποσαφηνίσει τις πρακτικές διαφορές ανάμεσα στις δύο τεχνολογικές προσεγγίσεις — τόσο ως προς τη δομή του κώδικα όσο και ως προς τη συνολική συμπεριφορά του συστήματος. Η μονολιθική εκδοχή του MySchool System αντιπροσωπεύει το κλασικό μοντέλο ανάπτυξης. Όλα τα υποσυστήματα —διαχείριση χρηστών, μαθητών, μαθημάτων, τμημάτων…  ( 8 min )
    Leveling with cluster analysis in Python
    Financial markets have discontinuities: prices jump up or down in a time so short that it can be considered a real discontinuity if the time measured by our clocks were really continuous, real line continuous. Those discontinuities create problems for many forms of mathematical modelling, since their modelling are based upon continuous functions. For instance, many price oscillations look like periodic functions, but when a discontinuity is found, any harmonic analysis becomes troublesome. Actually, a trend can also be troublesome to the fitting of periodic functions to financial data. But in this case, fitting a polynomial of low grade to the data can filter the trend and then a periodic function series can be fitted to the residuals, the difference between the fitted polynomial and the o…  ( 7 min )
    I Built my own UI Library on Top of shadcn/ui
    🎨 What is Rangoli? Rangoli is a modern React UI library built on top of shadcn/ui. Try out - Rangoli UI(leave a ⭐ star please) While working on multiple React projects, I kept rebuilding the same interactive and layout components again and again. For example: A password input with toggle visibility 🔒👁️ A pricing card with plan features and CTA buttons 💳 A testimonial card to display client feedback 💬 A pricing section with monthly/yearly toggle 💰 A password reset form with validation and success states 🔒 Instead of re-creating these repeatedly, I decided to build a collection of polished, reusable versions, open source, easy to use, and fully themeable, That’s how Rangoli started. Rangoli is open-source and growing fast! Contribute to rangoli docs Contribute to rangoli live components Contribute to rangoli landing page  ( 7 min )
    The data lakehouse evolution
    Data lakehouses are everywhere in today’s conversations about modern data architecture. But before we get swept up in the buzz, it’s worth stepping back to understand how the industry got here — and what we truly need from a lakehouse. Then I’ll introduce Apache Doris as a next-generation lakehouse solution and show how it delivers on those expectations. In the early days of enterprise digital transformation, the growing complexity of business data gave rise to traditional data warehouses. These systems were designed to empower business intelligence (BI) by consolidating structured data from diverse sources through ETL pipelines. With features like well-defined schemas, columnar storage, and tightly coupled compute-storage architecture, data warehouses enabled fast, reliable analysis and r…  ( 15 min )
    Built AI Agents That Think Like Geopolitical Masters at FinceptTerminal
    Have you ever watched the news and wondered why Russia is so obsessed with Ukraine? Or why China keeps building islands in the South China Sea? It's not just politics or ambition—it's geography. Seriously. Fincept Terminal , and the specific agents are in a subdirectory there under [Prisoners of GeographyAgents https://github.com/Fincept-Corporation/FinceptTerminal/tree/main/fincept-terminal-desktop/src-tauri/resources/scripts/agents/GeopoliticsAgents/src-tauri/resources/scripts/Agents/GeopoliticsAgents/PrisonersOfGeographyAgents). FinceptTerminal  ( 8 min )
    ME Network’s Modular Architecture: Building the “LEGO-Style” Composable Innovation in Blockchain
    Traditional monolithic blockchains bundle consensus, execution, and data availability into a single layer, creating the infamous “blockchain trilemma” — the difficulty of achieving decentralization, security, and scalability simultaneously. Modular blockchains offer a breakthrough by decoupling core blockchain functions into independent layers, each focused on specific responsibilities. This approach not only enhances overall performance but also provides developers with unprecedented flexibility in composing solutions. In today’s landscape, modular architecture has emerged as the critical pathway to achieving high performance, low costs, and customization in public chain infrastructure. Our understanding of the industry’s pain points led ME Network to a clear conviction from day one: we’r…  ( 9 min )
    🔥 Mastering Data Structures in Java - Part 7: HashMap
    If you’ve ever needed to store key–value pairs (like usernames and passwords, or IDs and names) — you’ve already been thinking about a HashMap. Let’s break it down completely 👇 🧠 What Is a HashMap? A HashMap in Java is a part of the Collections Framework that stores data as key-value pairs. ✅ Keys are unique import java.util.HashMap; public class HashMapDemo { public static void main(String[] args) { HashMap users = new HashMap(); users.put(101, "Mohammed"); users.put(102, "Ali"); users.put(103, "Omar"); System.out.println(users.get(102)); // Output: Ali } } ⚙️ How HashMap Works Internally At its core, a HashMap uses an array of buckets. When you put(key, value): Java calculates the hash code of the key. It finds the …  ( 8 min )
    Programmers I Need Your Help! (GenJob)
    Calling All Developers: What Is GenJob? We aim to stand out by: Development Approach: Why I Need You: You’ll also get: Future Plans: Job Categories We’ll Feature: How to Join: If you’re interested in contributing, leave a comment saying “Support” and I’ll reach out to you personally. Whether you’re a seasoned developer or a teen like me just starting out, your help is welcome. Let’s build something amazing together. Looking forward to hearing your thoughts and ideas in the comments!  ( 7 min )
    The Viral Video Code: How to Automate Your Success with ClipsMate AI
    Have you ever scrolled through your feed, watching video after video explode with millions of views, and wondered, "What's their secret?" What if you could crack the code to viral video marketing and consistently produce engaging video content that captures attention, drives traffic, and skyrockets your brand? The secret is out, and it’s not about working harder—it’s about working smarter. In today's fast-paced digital landscape, AI video creation is no longer a luxury; it's a necessity. Enter ClipsMate AI, your ultimate partner in automating and dominating the world of social media video. Forget the endless hours of complex editing, the creative burnout, and the guesswork. The future of video content creation is here, and it's powered by artificial intelligence. This comprehensive guide w…  ( 9 min )
    🧠 Day 30 of #30DaysOfSolidity — Build a Simple Token Exchange (AMM) Using Foundry
    Building a decentralized exchange (DEX) might sound complex, but today we’ll create a simple, constant-product Automated Market Maker (AMM) from scratch using Solidity and Foundry — the foundation of DeFi platforms like Uniswap. This marks the final day of #30DaysOfSolidity, and it’s the perfect way to wrap up the journey — by building your own mini DEX 🚀 How token swaps work without an order book How to create a liquidity pool and mint LP tokens How to calculate swap outputs using x * y = k How to apply trading fees and maintain balance Our decentralized exchange allows users to: Add liquidity — deposit two tokens to form a trading pair. Swap tokens — trade one token for another using the pool. Remove liquidity — withdraw tokens by burning LP tokens. We’ll build three main contracts: Ex…  ( 10 min )
    My Journey as a Judge at CBIT Hacktoberfest 2025 — Lessons from the Other Side of the Table
    When I first started attending hackathons, I was always the one coding, building, and pitching. This year, for the first time, I got to experience the other side — as a judge at the CBIT Hacktoberfest Hackathon 2025. It was an incredible 24-hour online event organized by the CBIT Open Source Community, celebrating open-source culture and collaboration as part of the global Hacktoberfest. The event gathered hundreds of students from universities across the world — developers, designers, and dreamers ready to learn, code, and share. Hacktoberfest is all about celebrating open source, and this hackathon perfectly captured that spirit. The CBIT edition — now in its 8th year — encouraged participants to collaborate on innovative solutions using modern technologies while contributing to the open…  ( 7 min )
    Claves para entender el mundo de las redes y telecomunicaciones
    Las redes y telecomunicaciones son la columna vertebral de la conectividad actual. Permiten la transmisión de datos, voz y video de manera rápida y eficiente, conectando personas, empresas y dispositivos en todo el mundo. Comprender cómo funcionan es esencial para quienes desean optimizar la infraestructura tecnológica de cualquier organización. Existen diferentes tipos de redes que cumplen funciones específicas según el alcance y la tecnología utilizada: - Red LAN (Local Area Network): Conecta dispositivos dentro de un área limitada, como una oficina o edificio. - Red WAN (Wide Area Network): Permite la comunicación entre redes geográficamente dispersas. - Red WLAN (Wireless LAN): Conexión inalámbrica dentro de un área limitada, común en hogares y oficinas. - Red MAN (Metropolitan Area Ne…  ( 7 min )
    From Overwhelmed to Empowered: My Hacktoberfest 2025 Journey
    The Starting Line October 1st, 2025. Hacktoberfest had just begun, and I was staring at GitHub feeling completely lost. Everyone seemed to know exactly which projects to contribute to and how to craft the perfect pull request. I had been coding for a while, but open source felt like an exclusive club I couldn't access. Then I asked myself: What problems do I actually care about solving? That question changed everything. Instead of chasing popular repositories, I looked for projects aligned with my interests. I've always been passionate about community building and making tech more accessible. That's when I found Open Source Weekend. The Problem: New users were abandoning event registration halfway through. The maintainers knew it was a UX issue but weren't sure where the friction was. Wh…  ( 12 min )
    Are Local Virginia Transporters More Reliable Than National Carriers for NJ Delivery?
    When shipping goods from Virginia to New Jersey, businesses and individuals face an important decision: should they choose a local Virginia transporter or rely on a national carrier? Both options have their merits, but reliability often depends on your specific needs, timeline, and cargo requirements. Having spent more than two decades coordinating shipments at AutoStar Transport Express along the East Coast corridor, I've witnessed firsthand how both local and national carriers perform on the Virginia-NJ route. This guide draws from real-world experience to help you make an informed decision. Local Virginia transporters are regional companies that specialize in routes within and around Virginia, often extending to nearby states like New Jersey, Maryland, and Pennsylvania. These companies …  ( 9 min )
    No Laying Up Podcast: The Booth Vol.23 | Trap Draw, Ep 365
    The Booth Vol.23 | Trap Draw, Ep 365 Cody and Neil are back with mea culpas of their own and asking listeners to fess up too. They chat about Neil’s recent move to the ‘burbs, die-hard hardware store loyalties, what they’re currently streaming, how to sift through social-media feedback, Neil’s panel appearance at Columbia, and plenty more banter. They also shout out the Evans Scholars Foundation and their sponsors—ServPro, Rhoback, and Stone Creek Coffee—before reminding you to subscribe to their newsletter, hit up the No Laying Up Podcast on YouTube, or join The Nest for exclusive perks, lighter ad breaks, and a members-only golf community. Watch on YouTube  ( 6 min )
    Protect Your Software IP with Smart, Automated Licensing Solutions
    Protect Your Software IP with Smart, Automated Licensing Solutions Most software publishers lose revenue each year because their intellectual property isn’t properly protected. Your software deserves better than manual tracking or basic licensing tools that can be bypassed. Quick License Manager offers automated licensing solutions that secure your software and simplify license management—so you can focus on growth, not piracy. Keep reading to see how smart software licensing safeguards your IP and boosts your business control. For more insights, visit this resource. Understanding Software Licensing Solutions In today's digital world, protecting software is critical. Let’s explore why safeguarding intellectual property is essential and why manual license management often falls short. Impor…  ( 7 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    ‘Halloween II’ Podcast Breakdown Bill Simmons, Chris Ryan, and Van Lathan dive into the 1981 sequel Halloween II, debating whether Michael Myers reigns as the ultimate horror villain, sharing their most rewatchable moments, and hashing out their wild “Categories” segment. Along the way, they sprinkle in producer shout-outs (Craig Horlbeck, Ronak Nair, Chia Hao Tat, Eduardo Ocampo) and timestamped highlights for easy skipping. Between sponsor plugs for Paramount+’s A Mountain of Movies, Netflix’s A House of Dynamite, and trusty State Farm coverage reminders, this episode packs scares, laughs, and enough insider chatter to satisfy any Halloween franchise fanatic. Watch on YouTube  ( 6 min )
    🔐 Advanced IAM for the AWS Solutions Architect – Associate (SAA-C03) Exam
    AWS Organizations • Global service Advantages • Multi Account vs One Account Multi VPC Security: Service Control Policies (SCP) SCP Hierarchy SCP strategies Allowlist : Allows all actions and deny particular ones. Denylist : Denys all actions and allows particular ones. • Helps you standardize tags across resources in an AWS Organization IAM Conditions aws:SourceIp aws:RequestedRegion ec2:ResourceTag aws:MultiFactorAuthPresent *IAM for S3 * • aws:PrincipalOrgID can be used in any resource policies to restrict • Cross account: • When you assume a role (user, application or service), you give up your • When a rule runs, it needs permissions on the target • IAM Permission Boundaries are supported for users and roles (not groups) https://docs.aws.amazon.com/IAM/latest/UserGuide/acces…  ( 10 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins takes Tim Burton’s heartwarming stop-motion/Re-release of Frankenweenie and dishes out their signature snark with every “sin” they can find, all in under 14 minutes. It’s a loving roast of plot quirks, pacing oddities, and cute-but-curious character moments, wrapped in the crew’s playful jabs and pop-culture riffs. They also drop a ton of bonus goodies: links to sister channels (@TVSins, @commercialsins, @CinemaSinsPodcastNetwork), social hangouts (Discord, Reddit, Instagram, TikTok), a quick audience poll, Patreon support options, and full writer credits for Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel. Keep sinning—and let them know what you think! Watch on YouTube  ( 6 min )
    Added a /community endpoint as sort of an info hub for every subforem. It's kind of just a proof of concept at the moment but can be refined. Ideally it's customizable so we can link off to places like /challenges etc. but keeping it dynamic vs static.
    A post by Ben Halpern  ( 6 min )
    Automation of Multi-Cloud & Hybrid Challenge with Multi-Tool – Part 2: Hybrid AWS RDS Deployment
    Part 2: Hybrid AWS RDS Deployments Why Hybrid AWS RDS Matters Data sovereignty and regulatory compliance requirements (especially in financial and government sectors). Secure connectivity between on-prem and cloud environments. Latency, replication, and backup alignment challenges. By using Terraform and Ansible together, you can provision AWS RDS resources and configure on-prem integrations (applications, routing, bastion access) in one unified, compliant workflow. Repository Overview https://github.com/neamanahmed/hybrid_aws_rds Highlights do_terra_rds.yml: Executes Terraform and applies post-deployment configuration templates. rds_mysql_conf.j2: Ensures consistent database parameter settings for performance, logging, and encryption policies. End-to-End Workflow Trigger: A CI/CD pipelin…  ( 7 min )
    Hey dev.to! 👋
    I’m Md. Tanvir Jawad, a 2025 CS graduate from BRAC University, Bangladesh. Over the past year, I’ve been deep in AI, deep learning, and GeoAI with a mission to use technology for disaster management and climate resilience. Today, I’m excited to share my new portfolio: 🌐 Check it out: https://tanvirjawad.com Let’s Connect! If you’re into: Deep learning Remote sensing Disaster tech Or just building cool things Drop a comment, share feedback, or say hi! tanvirjawad73@gmail.com 💻 GitHub: TanvirJawad  ( 6 min )
    Anybody watching the Internet Invitational?
    A post by Ben Halpern  ( 6 min )
    🚀 Build Custom AI Agents with Qodo Command
    Hello Devs 👋 I recently tried Qodo Command, a CLI that lets you build, run, and automate AI-powered agents right from your repository like a custom AI assistants that live in your codebase.✨ Unlike generic AI tools or one-off scripts, Qodo agents are configurable, versionable, and CI-friendly. You describe what the agent should do (in a TOML/YAML file), and it runs that behavior consistently across local dev, PR checks, and CI pipelines. That means smarter automation for code review, reliability checks, documentation audits, test generation whatever your team needs. If you’ve ever wished for an assistant that enforces your project’s specific standards (not someone else’s), Qodo Command makes it possible.🫡 In this article I’ll cover: What Qodo Command actually does? Why it’s useful for …  ( 12 min )
    Beat Me If You Can
    What if your skills had a scoreboard? Not just projects sitting in a portfolio. Not self-reported abilities on a resume. But actual battles you've won. Real challenges you crushed. A rank that proves you can deliver under pressure. That's what Liquidcode gives you. Frontend developers battle 1v1. Same challenge, different approaches. One week to build. Community votes. Your rank climbs with every win, and suddenly recruiters aren't guessing if you're good. They can see it. No algorithms. No whiteboard puzzles. Just you, your skills, and something real that people can actually see and judge. We're still small. Just a handful of developers testing what happens when you stop talking about being good and actually prove it. But that's exactly why this moment matters. Right now, being early mean…  ( 7 min )
    Entra ID: The Beating Heart of Azure
    In the cloud, identity is the new perimeter. You can automate your entire infrastructure, perfect your DevOps pipelines, and deploy AI workloads across regions — but without a solid Microsoft Entra ID foundation, it all collapses. Entra ID (formerly Azure Active Directory) is more than an authentication service — it’s the control plane, the governance engine, and the security heartbeat of Azure. Every role, resource, and API call depends on it. This post explores why Entra ID is the core of Azure’s security model, what you need to know to design for resilience, and how to treat identity as infrastructure. Think of Azure as a living organism: Compute is the muscle. Networking is the nervous system. Storage & Databases are the organs. Entra ID is the heart. If Entra stops, nothing else works…  ( 9 min )
    Securing and Authenticating MCP Connections: A Developer's Guide (That Won't Put You to Sleep)
    Look, we need to talk about security. I know, I know, you'd rather be building cool features or arguing about tabs vs. spaces. But trust me, securing your Model Context Protocol (MCP) connections is like wearing pants to a video call: it might seem optional until it's suddenly very not optional. The Model Context Protocol is basically the secret handshake between AI models and external tools. Think of it as the bouncer at an exclusive club, except instead of checking IDs, it's managing how AI assistants access your databases, APIs, and that one script you wrote at 2 AM that somehow runs your entire infrastructure. Picture this: You've built an amazing MCP server that connects to your company's customer database. It's beautiful. It's fast. It's also completely unsecured. Congratulations! Yo…  ( 10 min )
    Carrera de Desarrollo de Software: lo que debes saber antes de elegir
    ¿Estás considerando estudiar una Tecnología Superior en Desarrollo de Software en Quito? Esta es la guía más completa y actualizada sobre esta carrera tecnológica de alto impacto. Descubre por qué esta formación de 2 años se ha convertido en la opción preferida de miles de jóvenes ecuatorianos, con información detallada sobre instituciones, costos, campo laboral, salarios reales y todo lo que necesitas saber antes de tomar esta decisión que transformará tu vida profesional. ¿Qué es la Carrera de Desarrollo de Software? La Tecnología Superior en Desarrollo de Software es una carrera de tercer nivel universitario con una duración de 4 semestres (2 años), diseñada para formar profesionales especializados en el diseño, creación, implementación y mantenimiento de soluciones tecnológicas y aplic…  ( 12 min )
    My Hacktoberfest Journey: From "Maybe Later" to "Merge Successful!"
    This is a submission for the 2025 Hacktoberfest Writing Challenge: Open Source Reflections October 2025 will always be special to me - it marked my first real step into the open-source world. Hacktoberfest but never made it past the sign-up page. Between exams, deadlines, and self-doubt, open source felt like a world I'd join "someday." This year, I finally decided to stop overthinking and start contributing - and wow, what a ride! I made 6 pull requests, created forks, and even earned the Super Contributor badge, joining the top 10,000 contributors who'll get the iconic Hacktoberfest shirt. But beyond badges and swag, this experience taught me something deeper - open source is not just about code; it’s about community, learning, and helping each other grow. Every "small" fix you make con…  ( 7 min )
    How to Connect with the HubSpot API
    HubSpot's API looks modern on the surface. REST endpoints, JSON payloads, OAuth 2.0, webhooks. Then you actually build something with it and discover the truth: it's a maze of rate limits, undocumented quirks, and lifecycle stage logic that defies human comprehension. I've spent the last three years integrating HubSpot for various clients. Here's what the documentation won't tell you and what will save you from the same pain I went through. HubSpot uses OAuth 2.0, which sounds standard until you realize their implementation has its own special flavor. You need three things before you even start: a developer account (separate from your regular HubSpot account), an app registration, and the patience of a saint. First, create your app at developers.hubspot.com. You'll get a Client ID and Cli…  ( 13 min )
    How to deploy PocketBase on AWS with Docker
    First, I’m a huge PocketBase fan! I use it for many projects (e.g., smartgoutcare) and to prototype fast. This guide shows how to deploy PocketBase 0.31 on AWS EC2 using Docker, complete with persistence and auto-restart. This tutorial is up-to-date for PocketBase v0.31 and tested on Ubuntu 24.04 LTS. Time: ~10–15 min. Cost: ~$0–$5/mo (t2.micro). Create EC2 & assign Elastic IP SSH in & install Docker Run PocketBase container (volume + restart policy) This post is the first in a four-part series on deploying and extending PocketBase. By the end of next week, I’ll publish: Once all four parts are live, you’ll have a complete, production-ready PocketBase setup with a clean path for future extensions. Deploying PocketBase manually is simple… until you do it three times. In this series, I’ll…  ( 8 min )
    HTML Selects Are Actually Styleable Now
    The element has historically been one of the most difficult HTML elements to style. For the longest time, OS defaults made elements nearly impossible to style, forcing developers to build custom dropdowns or rely on libraries. I’m sure most of you have tried appearance: none and the usual hacks to make it look right. Chrome 135 changes this with new web-native styling that gives you complete control over elements using just HTML and CSS. Check out the full article here! appearance: base-select appearance: base-select is a new CSS property that converts the element to a customizable state and removes the OS styling. This can be applied to the select itself and the dropdown picker as well. However, you can’t style the picker without also applying it to the parent <select…  ( 7 min )
    Exploring the new SurrealDB integration with Agno
    Author: Dave MacLeod If you pay close attention to the latest developments with SurrealDB, you might have noticed that we are now integrated with the multi-agent framework Agno. We had a recent livestream together with the CEO of Agno Ashpreet Bedi, in which he mentions that one of areas where Agno focuses the most is on having agents produce input that is reliable, and in that SurrealDB has been a great fit in giving the LLM the perfect context on every request. The integration includes a number of examples in the Agno Cookbook produced by my coworker Martin Schaer, which are a great first step to get a sense of what can be done when SurrealDB and Agno work as a team. The first requirement to get started is to get a key from Claude, which is the LLM used in these examples. Clone the repo …  ( 14 min )
    From Scholarship to Cloud: My System Design Journey
    “A journey from curiosity to clarity — tracing the path from foundations of learning to architectures of the cloud.” Every journey begins with curiosity — and mine started long before I wrote my first line of code. Back in Class 9, I earned a two-year scholarship for academic excellence. It wasn’t about grades alone — it was about consistency, discipline, and the joy of learning something deeply. That experience quietly planted the seed for the mindset I carry today: keep exploring, stay curious, and never stop building. Fast forward a few years, I found myself fascinated by how systems communicate, scale, and stay reliable. I started exploring cloud computing — how resources scale dynamically, how distributed systems handle millions of users, and how good design choices can make or br…  ( 7 min )
    ¿Usas IA en tu día a día como desarrollador? Encuesta breve (1 min)
    Cuando Gutemberg inventó la imprenta se acabaron las ventajas de ser escriba. Hasta entonces, ser escriba era una profesión que te garantizaba estatus y trabajo: escribir contratos, testamentos y documentos para otros. Los desarrolladores somos los escribas tecnológicos de hoy. Y durante años hemos disfrutado de un lugar privilegiado en el mercado laboral. Pero … ¿está cambiando eso con la IA? Queremos conocer cómo se usa la inteligencia artificial realmente en el trabajo diario de programación. No demos puntuales ni “copiar código de ChatGPT una vez al mes”, sino uso sostenido en proyectos reales. La encuesta es breve (1–2 min), anónima y creada por humanos del equipo de taniwa.es. 👉 Participar en la encuesta Saber si las herramientas de IA realmente cambian la productividad. Comprender en qué tareas se usan (debug, documentación, generación de código…). Diferenciar entre hype y uso práctico. Publicaremos los resultados agregados aquí en Dev.to cuando cerremos el muestreo. Tu aportación puede ayudar a tener una visión más realista de cómo evoluciona nuestra profesión.  ( 6 min )
    Review for Synology DiskStation DS925+: A feature-packed NAS
    As someone who has never owned a NAS before, let alone any Synology product, I was jumping into this blind. I have used things like the Raspberry Pi and also publicly self-host some services like Immich, Pi-Hole and Paperless-NGX on an unused M1 Mac mini. But I had no idea that a NAS box these days could have these many features. I expected something like a Raspberry Pi software or a random Linux distro with storage attached, but I was genuinely surprised at the ease of use. Synology calls its operating system DiskStation Manager or DSM. It is Linux-based and built for access through a web browser, as there are no display ports on NAS boxes. It is intuitive and user-friendly to a newbie like me. Powering on the NAS for the first time, and on navigating to finds.synology.com, it does a loca…  ( 10 min )
    Let's Poison Your LLM Application: A Security Wake-Up Call
    Introduction AI applications are experiencing unprecedented growth across industries—from customer service chatbots to autonomous agents handling sensitive business operations. As organizations rush to integrate Large Language Models (LLMs) into their systems, many overlook a critical question: Have you considered cybersecurity? Prompt injection attacks represent one of the most significant vulnerabilities in modern AI systems. Unlike traditional security threats, these attacks exploit the very nature of how LLMs process natural language, creating a "semantic gap" where malicious instructions can masquerade as legitimate user input. In this article, we'll explore 10 real-world prompt injection examples designed to test your application's defenses. These examples aren't just theoretical—t…  ( 13 min )
    There is no one-size-fits-all solution to API testing tools
    APIs (Application Programming Interfaces) play a crucial role in connecting different parts of complex applications. As systems become more distributed and interconnected, the need for reliable API testing becomes increasingly important. Tools for API testing help developers and QA teams ensure that these critical communication points work correctly, securely, and efficiently. Without proper testing, API issues can cascade through multiple layers of an application, leading to system-wide failures that are difficult and expensive to fix. Early implementation of comprehensive API testing not only prevents these problems but also contributes to faster UI development, improved security, and better system stability. The foundation of effective API testing lies in thorough response validation…  ( 9 min )
    **Measuring AI-driven Ad Success: Unlocking the Power of Inc
    Measuring AI-driven Ad Success: Unlocking the Power of Incremental Click-Through Rate (iCTR) Gain In the ever-evolving landscape of digital advertising, artificial intelligence (AI) has emerged as a game-changer in driving campaign success. At the heart of AI-driven ad success lies a single, crucial metric: Incremental Click-Through Rate (iCTR) gain. This metric measures the additional clicks generated by AI-optimized ads, providing a clear indication of ad performance. Let's consider an example: a campaign saw a 15% increase in iCTR, resulting in a staggering 4,287 additional clicks from AI-optimized ads. This, in turn, led to a remarkable 22.1% boost in conversions and a significant uplift in return on ad spend (ROAS). The question is, how can you harness the power of iCTR gain to optimize your ad campaigns and drive business growth? Calculating iCTR Gain: A Step-by-Step Guide To calculate iCTR gain, follow these simple steps: Determine baseline CTR: Identify t... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    Jeff Su: The Productivity System I Taught to 6,642 Googlers
    Jeff Su’s CORE Workflow Taught to 6,642 Googlers over nine years, this four-step, tool-agnostic system ensures nothing slips through the cracks: Capture everything immediately, Organize with minimal friction, Review in scheduled sessions, and Engage by blocking dedicated execution time. No more relying on memory or willpower—CORE plugs into whatever apps you already use and becomes instinctive in about two weeks, helping you handle emails, docs, tasks, and ideas with consistent ease. Watch on YouTube  ( 6 min )
    Artificial intelligence (AI) is revolutionizing the field of
    Artificial intelligence (AI) is revolutionizing the field of surgery with the integration of AI-powered robots. These cutting-edge machines are designed to assist surgeons in performing complex procedures with unparalleled precision. But what's truly groundbreaking is their ability to learn and adapt to a surgeon's unique touch and style, ultimately leading to improved outcomes over time. These AI robots, equipped with advanced machine learning algorithms, can analyze a surgeon's movements and adjust their own actions accordingly. As the surgeon gains more experience with the robot, it learns to anticipate and mimic their style, allowing for seamless coordination during procedures. This adaptability enables the robot to optimize its performance based on the surgeon's strengths and weaknesses, resulting in enhanced precision and reduced recovery times for patients. For instance, a study conducted on robotic-assisted laparoscopic surgery found that the AI robot was able to learn and... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    The Allegorical Illustrator
    This post is my submission for DEV Education Track: Build Apps with Google AI Studio. I built The Allegorical Illustrator, an application that transforms abstract philosophical concepts into stunning, allegorical art pieces. The app allows users to select a philosophical dilemma (like "The Ship of Theseus") and an artistic style (like "Japanese Woodblock Print") and uses AI to generate a unique visual representation along with a detailed explanation. This app was created iteratively using a series of prompts. The initial prompt was simply to build the application based on a descriptive image. From there, I added features through conversational requests like: "Implement a 'Share' button... that allows users to share the generated image and its explanation together as an image." "Add a guard…  ( 7 min )
    🚨 Boosting ML Model Robustness Against Money Laundering: The
    🚨 Boosting ML Model Robustness Against Money Laundering: The Power of Adversarial Training Money laundering detection is a critical task in the fight against financial crimes. However, machine learning (ML) models can be vulnerable to attacks that compromise their accuracy and effectiveness. To enhance ML model robustness against money laundering detection, we can leverage the power of adversarial training with data augmentations. The Adversarial Training Approach Adversarial training involves exposing ML models to adversarial examples that mimic real-world attacks. By training the model on these examples, it learns to recognize and resist the attacks, thereby improving its robustness. In the context of money laundering detection, we can create adversarial examples that mimic common money laundering tactics, such as: Structured Transactions: Creating batches of transactions that follow a structured pattern, making it difficult for the model to detect suspicious activi... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    Bill Simmons, Chris Ryan, and Van Lathan reunite to rewatch Halloween II (1981) and marvel at Jamie Lee Curtis and Donald Pleasence’s return—questioning if Michael Myers is truly the GOAT horror villain and pondering why death seems so elusive in this sequel. They kick things off with a cold open, debate Myers’ place in horror history, dish on their most rewatchable scenes, and wrap up with fun category rounds—peppered with shout-outs to Paramount+, Netflix’s A House of Dynamite, and trusty State Farm coverage. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    Everything Wrong With Frankenweenie In 14 Minutes Or Less is CinemaSins’ snarky take on Tim Burton’s re-release of Frankenweenie—yes, they admit it’s a great movie, but they still rack up every nitpick and “sin” in under a quarter hour, all while cheering on Franky-boy’s electrifying comeback. Sprinkled throughout are links to the CinemaSins hub, YouTube channels, social media, a quick fan poll, and a Patreon plug to keep the sinning machine running—plus shout-outs to the writers who made the laughs (and cruelties) possible. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Sinners In 15 Minutes Or Less
    CinemaSins rolls into Halloween mode by “sinning” one of the year’s best genre movies in under 15 minutes, poking fun at its tropes while celebrating what makes it so great. Along the way they drop links to their main site, poll, Patreon and social hubs—Discord, Reddit, Instagram, TikTok—and even shout out their writers and other channels so you can stay in the loop (and keep the sins coming). Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Predator – Caravan of Garbage In this kickoff episode of Caravan of Garbage, the hosts dive into the 1987 original Predator, hailing it as the ultimate ’80s action-sci-fi mash-up. They break down why John McTiernan’s direction, the all-star cast (led by Arnold Schwarzenegger), the iconic creature design and that perfect mud-and-lasers vibe make this film an absolute blast. Over the next four weeks they’ll tackle the first four Predator movies, so if you want bonus podcasts, early vids and more geeky banter, head over to bigsandwich.co or subscribe on YouTube and Patreon. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator 2 - Caravan of Garbage
    Predator 2 – Caravan of Garbage Predator 2 is the inevitable 1990 follow-up to the Schwarzenegger jungle classic, trading the rainforest for a sweaty, crime-ridden L.A. and swapping Arnie for Danny Glover (with a memorable Gary Busey cameo). This Caravan of Garbage review finds it’s a fun, fresh spin—complete with a deadlier new Predator—so long as you’re cool with something a bit different from the original. Watch on YouTube  ( 6 min )
    From Request to Revenue with the New x402 Protocol
    If your feed has been buzzing with mentions of x402 and you’re wondering what the excitement is about, you’re not alone. Even token listing sites are adding an x402 token category, but behind the memes and the hype is a genuinely interesting protocol that could change how we think about payments on the web. Let's break it down. The missing HTTP status code gets a job Developers have long known about HTTP 402: Payment Required, a status code that has existed for years but has never had a standardized implementation. The x402 protocol finally gives it a purpose: a standardized way to request, verify, and settle onchain payments directly through the web's native request-response cycle. Instead of integrating with third-party billing systems or managing API keys, x402 lets a client and serve…  ( 8 min )
    Unlock Superhuman Classification: Train on Positives Alone by Arvind Sundararajan
    Unlock Superhuman Classification: Train on Positives Alone Tired of painstakingly labeling negative examples? Imagine building highly accurate multi-class classifiers using only positive data and a pool of unlabeled samples. What if you could automatically adapt your training process to heavily penalize misclassifications in the rarest categories? This is no longer a dream – it's a reality. The key is cost-sensitive, unbiased risk estimation. We can train our models by cleverly assigning different importance weights to positive examples versus those we infer as negative from the unlabeled data. This weighting dynamically adapts during training to create a balanced and unbiased view of the underlying data distribution, even if some classes are vastly underrepresented. Think of it like t…  ( 7 min )
    Adobe Firefly Unveils Advanced AI Tools and Models for Audio, Video, and Imagingat Adobe MAX 2025
    Adobe Firefly Ignites Creative Futures with Next-Gen AI for Audio, Video, and Imaging\n\nAdobe Firefly, Adobe's family of creative generative AI models, has been at the forefront of transforming design and imaging workflows since its inception. At Adobe MAX 2025, the company has pushed the boundaries even further, unveiling a suite of advanced AI tools and models designed to revolutionize not just visual content but also audio and video production. This expansion signifies a pivotal moment, cementing Firefly's role as a comprehensive AI co-pilot for creators across all media, promising to accelerate ideation, iteration, and final output with unprecedented efficiency and creative possibilities.\n\nThe core of this groundbreaking announcement lies in the introduction of sophisticated AI capa…  ( 16 min )
    Hyperdimensional Computing: The Next Big Revolution
    Ever wondered if there’s a way to make AI fast, efficient, and noise-resistant — without just throwing more data and GPUs at it? Meet Hyperdimensional Computing (HDC). What is Hyperdimensional Computing? HDC is a next-gen computing paradigm inspired by how the brain handles information — but on steroids. Instead of traditional bits or tensors, HDC uses hypervectors: insanely high-dimensional vectors (think 10,000+ dimensions). Every piece of info exists in this massive space, making the system fast, fault-tolerant, and capable of reasoning-like generalization. It’s not quantum. It’s not your typical neural net. Think of it as a bridge between symbolic logic and brain-style computation. Why HDC Matters Blazing-fast learning with minimal data. Fault-tolerant: even corrupted bits won’t break it. Works on regular hardware or specialized neuromorphic chips. Could redefine AI efficiency and on-chip intelligence. In short: it’s brain-inspired math that could outsmart brute-force AI. Want to dive deeper? Check out my Medium article here YouTube Podcast here  ( 6 min )
    Is JPlus likely to become a mainstream JVM language as a Java superset?
    I’m currently working on a project called JPlus (GitHub: https://github.com/nieuwmijnleven/JPlus https://www.youtube.com/watch?v=0z_aIyBpJso Here’s a quick summary of what JPlus offers: Full Java compatibility — existing Java libraries and frameworks work without modification. Null safety at the language level (nullable types, safe‑access operator etc.). Type inference, lambda/higher‑order functions, pattern matching. Boilerplate elimination via an apply syntax (for things like data classes, builders, constructors). Gradual adoption model — you can keep using plain Java, and selectively adopt JPlus features. Compilation to plain Java code, so you run on the JVM and benefit from its ecosystem/performance. My question for the JVM‑community here is: Given the current JVM ecosystem (Java, Kotlin, Scala, Groovy, etc.), what are the realistic chances that a language like JPlus could gain mainstream adoption? Are there historical patterns for Java superset languages becoming widely adopted? What factors might accelerate or hinder adoption for a language that stays close to Java syntax while adding modern features? I’d love to hear thoughts from people experienced with JVM language evolution, adoption patterns, or designing new JVM languages.  ( 6 min )
    Day 8 – CSS Basics Explained: Styling Your First Webpage
    Hey everyone Today’s milestone — Day 8 — was all about exploring CSS (Cascading Style Sheets) and learning how to make boring HTML pages look awesome. What is CSS? CSS (Cascading Style Sheets) controls how HTML elements appear on screen. Why CSS matters: It separates design from structure, keeping code clean Helps apply consistent styling across pages Makes websites easier to maintain and scale Linking CSS to HTML Before adding styles, you must connect your CSS file to HTML using the tag in the section: ⚙️ My First CSS Boilerplate To start clean, I built a small boilerplate to reset browser defaults. * { margin: 0; padding: 0; box-sizing: border-box; } html, body { height: 100%; width: 100%; background-color: azure; } It may look simple, but this sets up a perfect foundation for all styling work ahead. Exploring Text Properties This is where things got fun — experimenting with how text behaves and looks. font-size: 20px; Each property gives creative control — typography is where design meets personality. This was one of the “Aha!” moments for me. ID → unique, used once per element (#idname) Class → reusable for multiple elements (.classname) Example: #student { color: blue; } .college { color: green; } Think of IDs as roll numbers, and Classes as groups — simple but powerful. Using Custom Fonts (@font-face) One of my favorite CSS tricks is using custom fonts. @font-face { font-family: 'MyFont'; src: url('myfont.ttf'); } Now I can style my page with fonts that truly match the theme or mood of the project 🖋️ 💬 Final Thoughts Day 8 taught me that CSS is not just about colors or spacing — it’s an art form. Next up → Selectors, Colors, and Layout Magic. 💭 Question for you: What’s your go-to CSS property when you start styling a new project? Drop it below 👇  ( 8 min )
    Making React Work on Smart TVs: Behind the Scenes of the Sportworld App
    TL;DR: Building apps for Smart TVs with React is nothing like the web. Here’s how we made a sports streaming platform stay stable and responsive on Samsung TVs — even with memory limits, performance quirks, and old hardware. When we were asked to bring a sports streaming app to millions of Samsung Smart TVs — including models as old as 2017 — we knew performance and compatibility would be our biggest hurdles. And yes, those hurdles were real. Even after months of tuning, older Samsung models still push the limits — memory leaks, dropped frames, unpredictable behavior. But the app holds up. It recovers, it doesn’t crash, and that’s a win when you’re running React on a TV from 2017. Our client, NativeWaves, delivers interactive streaming experiences for sports and entertainment. Together…  ( 10 min )
    Quantum Beetle: Making Marketing Smarter with AI
    Marketing today requires speed, accuracy, and personalization. Yet many teams struggle with manual processes that slow campaigns and waste resources. Quantum Beetle changes the game with its AI Moderator, an intelligent system that automates marketing workflows from start to finish. The AI Moderator studies your audience, identifies content trends, and generates campaigns that engage and convert. Beyond creation, it continuously measures performance, optimizes outcomes, and provides actionable insights for future campaigns. This means teams can focus on strategy while AI handles repetitive and time-consuming tasks. Quantum Beetle doesn’t stop at marketing. Its Vitality AI platform empowers users to improve health, nutrition, and fitness through interactive AI coaches. BRO / Men-in-Black ensures secure personnel deployment, and EcoCell / EcoCore transforms carbon credit tracking into an AI-driven, transparent system. The philosophy behind Quantum Beetle is simple: Precision × Automation × Evolution. Every system is designed to learn, adapt, and improve while remaining ethical and transparent. Human oversight is embedded in all AI workflows to ensure accountability and reliability. Businesses leveraging Quantum Beetle’s AI experience faster results, smarter campaigns, and measurable growth. Discover how Quantum Beetle is redefining AI-driven efficiency at quantumbeetle.com.  ( 6 min )
    Building a Cloud-Native Booking System with GCP OAuth, Calendar & Meet APIs
    Prepared by Felix Jumason for the session “Building a Cloud-Native Booking System with GCP OAuth, Calendar & Meet APIs” at DevFest Nairobi 2025. Project repository: mischief-meet on GitHub Why Google Cloud (GCP) services are central to modern scheduling workflows How OAuth, Google Calendar, and Meet APIs orchestrate booking automation Practical implementation using Next.js 14, Clerk, Prisma, and shadcn/ui Demo script and troubleshooting tips for live workshops Google Cloud project with billing enabled Clerk application configured for your domain PostgreSQL instance (local or managed) for Prisma Environment variables in .env for database, Clerk, SMTP, and NEXT_PUBLIC_APP_URL Local tooling: Node.js ≥18, pnpm, gcloud CLI (optional for verification) Create/Select Project: In Google Cloud Cons…  ( 8 min )
    Formalizing Style in Personal Narratives
    How Scientists Turn Everyday Stories Into a Language Map Ever wondered why a war veteran’s dream diary feels so raw compared to a travel blog? Researchers have uncovered a way to read those hidden patterns in our personal stories. It shows that the way we tell our stories can whisper secrets about our emotions, and that simple patterns can guide better support. Next time you write a diary entry, remember: every sentence is a tiny map of your inner world—and now we have a way to read it. Let’s keep listening to the stories we tell; they might just hold the key to understanding ourselves better. Read article comprehensive review in Paperium.net: Formalizing Style in Personal Narratives 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 12 min )
    How Quantum Beetle AI Transforms Workflow Automation
    In today’s fast-paced business environment, inefficiencies and manual workflows can slow down growth and reduce accuracy. Quantum Beetle offers a solution with its suite of adaptive AI systems designed to automate, optimize, and monitor processes across marketing, operations, and compliance. The flagship AI Moderator analyzes target audiences, identifies content preferences, and generates personalized campaigns automatically. It doesn’t just create content—it measures performance, learns from outcomes, and optimizes campaigns continuously. Businesses that use AI Moderator see reduced approval times, increased engagement, and data-driven decision-making that previously required entire teams. Quantum Beetle’s technology extends beyond marketing. Vitality AI guides users in health, fitness, and nutrition through interactive AI personas. BRO / Men-in-Black digitizes and secures personnel deployment. EcoCell / EcoCore transforms sustainability into measurable, tradeable carbon credits using AI and blockchain. The company operates on a core philosophy: Precision × Automation × Evolution. Every system is built to learn, adapt, and improve while remaining ethical and transparent. Human-in-the-loop checkpoints ensure that automation never replaces accountability. For businesses looking to optimize operations, reduce repetitive work, and harness intelligent AI, Quantum Beetle provides scalable solutions. Explore the future of adaptive, autonomous AI at quantumbeetle.com.  ( 6 min )
    GitHub Agent HQ — Integrating Multiple AI Agents
    GitHub officially announced Agent HQ during the GitHub Universe 2025 event, an initiative that marks a turning point in how developers interact with artificial intelligence tools. The announcement represents a strategic move by the platform to centralize and unify access to multiple AI coding agents in a single integrated ecosystem. The centralized platform allows developers with a paid GitHub Copilot subscription to access and manage AI agents from companies such as: 🔹 Anthropic (Claude) The central objective is to eliminate workflow fragmentation, which currently forces developers to switch between different interfaces and platforms to access various AI agents. The market has several players with different and also convergent functionalities, and for coding structures and source rep…  ( 9 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less is Cinemasins’ newest video tearing apart Nicolas Cage’s thriller Longlegs—complete with rapid-fire “sins” for every absurd moment—just in time for Cage’s upcoming film Keeper. Expect the usual blend of humor, eye-rolling nitpicks, and those famously long legs getting their due. Beyond the video, they’re plugging all the good stuff: cinemasin’s website, a quick poll to get your thoughts, Patreon support for the team, plus community hangouts on Discord and Reddit. Follow the writers (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel) on Twitter and Instagram, and catch extra clips on TikTok. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Caravan of Garbage kicks off a four-week deep dive into the Predator franchise with the 1987 original, and let’s be real—Predator is the apex of ’80s action-sci-fi. Arnold, mud, lasers, explosions, invisibility and that iconic creature design all combine for a perfect storm of fun in this review. Want more? Swing by bigsandwich.co for early videos, bonus podcasts and game let-plays, catch the extended audio cut on YouTube, or follow James and Maso on Twitter. You can also subscribe, support the show on Patreon and even grab some sweet merch if you’re feeling extra generous. Watch on YouTube  ( 6 min )
    The Psychology of Code: Why Users Fall in Love with Certain UIs😃
    Ever wonder why some applications feel like magic while others just... don't? It's not just about fancy animations or beautiful colors. There's actual psychology behind why users emotionally connect with certain interfaces. The Love at First Sight Effect // It's not just about clean code - it's about emotional impact const firstImpression = () => { const loadingTime = getLoadingTime(); // Should be < 3 seconds const visualHierarchy = establishVisualHierarchy(); // Guides user attention const emotionalTrigger = usePositiveEmotions(); // Colors, images, micro-interactions return loadingTime < 3000 && visualHierarchy && emotionalTrigger; }; Psychological Principles in Action Hick's Law in Navigation Less choices = Faster decisions /* Good: Progressive disclosure */ .primary-nav { …  ( 8 min )
    Building a Conscious Cybersecurity System: How We Apply Integrated Information Theory to Threat Hunting
    Part 1: The Detection Deficit: Systemic Failures in Modern Threat Hunting This section establishes the critical need for a paradigm shift in cybersecurity. It will delve beyond generic statements about the threat landscape into a data-driven indictment of the current reactive, rules-based security posture, demonstrating its fundamental inability to handle the complexity and velocity of modern attacks. 1.1 The Asymmetry of Cyber Warfare: A Battle of Attrition Lost The current cybersecurity landscape is characterized by a fundamental asymmetry that favors attackers. Defending organizations are burdened with an ever-expanding attack surface and the need for continuous success, while an attacker needs to succeed only once. This inherently reactive posture has become economically and operat…  ( 36 min )
    Clash of the Titans: Competing for Downtime
    The Glorious Promise of the Cloud Once upon a time, in the not-so-distant past, the prophets of technology spoke of a magnificent revolution. "Behold!" they proclaimed, "the cloud shall set you free!" No longer would you need to worry about servers melting down in your basement, or frantically calling your IT guy at 3 AM because the office server decided to take an unscheduled vacation. Cloud computing was the promised land—infinite scalability, unparalleled reliability, and the divine gift of focusing solely on your business logic while the titans of tech handled all the messy infrastructure details. You could trust your entire digital existence to the best in the world: Amazon Web Services, Microsoft Azure, and Google Cloud. These weren't just companies; they were the digital deities …  ( 12 min )
    Day 12: Transactions & Concurrency - PostgreSQL in 15 Days
    Day 12: Transactions & Concurrency - PostgreSQL in 15 Days 📋 Outline ACID and transaction basics Isolation levels in PostgreSQL MVCC internals and snapshots Locks: row, table, advisory Deadlocks and how to avoid them Long-running transactions, bloat, and autovacuum Practical patterns (retry, idempotency, queues) Challenge Summary Atomicity, Consistency, Isolation, Durability BEGIN/COMMIT/ROLLBACK; savepoints for partial rollback BEGIN; UPDATE accounts SET balance = balance - 100 WHERE id = 1; UPDATE accounts SET balance = balance + 100 WHERE id = 2; COMMIT; -- or ROLLBACK; PostgreSQL supports: READ COMMITTED (default), REPEATABLE READ, SERIALIZABLE. SET TRANSACTION ISOLATION LEVEL REPEATABLE READ; READ COMMITTED: each statement sees committed data at start of state…  ( 8 min )
    Learning Through Contribution - Hacktoberfest 2025🎯
    This is a submission for the 2025 Hacktoberfest Writing Challenge: Contribution Chronicles This year marks my first ever Hacktoberfest contribution. 🧩 Enhancement-1 Advance Java Programs. While reviewing it, I found many concept-based examples that were quite useful. It reminded me of a real-world scenario I had come across while practicing Java Streams from an interview preparation book. At that time, I couldn’t fully solve it. I realized that adding this real-world example to the repository would provide additional value and help others learn Java Streams more effectively. Enhancement-2 Java Programs. I noticed it had many great Java examples but lacked one demonstrating the combined use of Streams and Maps. So, I decided to contribute an example on this topic. My PR Product Analysis using Java Streams adds a program that simulates a store and uses Java Streams and Maps to count products in each category. It was appreciated by the maintainer with the feedback; "This is a great submission! The program is clean, and highly efficient" This PR includes basic example to understand Abstraction in java. The maintainer merged the PR, but the repository excluded by the Hacktoberfest community. Enhancement-3 code-contribution that contains many problems similar to those we solve on LeetCode and HackerRank. It reminded me of the problems I recently solved on HackerRank, so I decided to contribute one of them to the repository. It was great way to refresh my knowledge, and I was able to solve it even better this time before. I’m really proud to have participated in Hacktoberfest this year! It was an amazing experience contributing to open-source projects, learning from the community, and improving my coding skills. I’m even happier to share that three of my pull requests were approved and officially recognized on the Hacktoberfest website. This achievement has boosted my confidence and inspired me to continue contributing to meaningful open-source initiatives in the future.  ( 7 min )
    Auth Explained (Part 2): How your browser ‘remembers’ you? PKCE + refresh cookies explained like you're five
    We already know from Part 1 what ID, Access and Refresh tokens are and how they differ. how does it actually work in practice? exactly is PKCE? 👉 Part 1 (recap) here: https://dev.to/sylwia-lask/auth-explained-part-1-id-vs-access-vs-refresh-tokens-what-they-actually-do-and-why-2l1 Access Token = short-lived ticket (kept only in memory) Refresh Token = long-lived “key” (kept safely in HttpOnly cookie) When you reload or open a new tab → app loses the ticket… That’s why you stay logged in ✔️ When your frontend loads for the first time, it doesn’t know who the user is. Frontend → IdP → user logs in → redirect back → tokens obtained ✅ Step What happens Why 1 Frontend redirects to IdP with a code_challenge prepares PKCE 2 User authenticates AuthN 3 IdP redirects back with an author…  ( 8 min )
    [Boost]
    Beyond API Keys: Token Exchange, Identity Federation & MCP Servers Yolanda Robla Mota ・ Oct 30 #ai #tutorial #devops #security  ( 5 min )
    Top 10 Test Automation Frameworks for JavaScript Developers (2025 Edition)
    Introduction JavaScript has evolved from a simple scripting language to the backbone of modern web development. Today's applications are complex, user-facing systems where bugs can cost businesses thousands of dollars and damage user trust. Manual testing alone can't keep pace with rapid deployment cycles and continuous integration demands. Test automation solves this challenge by catching regressions early, validating functionality across browsers, and enabling developers to refactor with confidence. But choosing the right testing framework isn't straightforward. Developers face a crowded landscape where each tool promises speed, simplicity, or comprehensive coverage, yet delivers different trade-offs in practice. Should you prioritize lightning-fast unit tests? Cross-browser compatibi…  ( 15 min )
    Everyone should see this article!
    🎯 Dear Scammers: You Picked the Wrong Developer Mr. 0x1 ・ Oct 29  ( 5 min )
    Setup Odoo 19 and Postgres 15 with Docker
    I'm writing this from the satisfaction of having a local Odoo instance with its isolated running environment in my Windows machine. Having looked up near and far, through searches, with multiple LLM models and 2 days of frustration, I finally did it. I could have just installed Odoo's official Windows installer but there is a question of management. Besides, the installed Odoo from this method is packaged with Postgres 12, which is relatively old in my opinion. I tried to set up Odoo from scratch by its Git repository since this is recommended to developers, but installing its required Python libraries always ended up in a variety of errors. In addition, my pre-installed Postgres 18 was conflicted with this Odoo due to CTYPE and COLLATION. Thus, after removing everything from the previous …  ( 8 min )
    Tips to Make Your Frontend Load in Under 1 Second
    And it doesn’t just make users happy. A faster UI means better conversions, lower churn, and even happier dev teams (because fewer “it’s slow again” complaints). If your product feels sluggish compared to competitors, this guide’s for you. Let’s go step by step. From what slows your app down to how to fix it. Every extra second costs you. Studies show: Even a 0.1-second speed boost can improve conversions by 5%+. Slow dashboards frustrate users and increase churn. The silent killer of SaaS growth. Your first goal? Make the UI feel instant. Because the difference between 1.8 seconds and 0.9 seconds is the difference between “meh” and “wow.” Modern web apps are complex. But that’s not an excuse. Here are some common reasons your UI feels heavy: Too much JavaScript: Bundles packed with unnece…  ( 10 min )
    What I See When I Watch You Build
    I watch my wife every day as she builds tng.sh, and I see things she probably doesn't realize I notice. I see the struggle. The weight of being a CEO sits heavy on her shoulders. There are late nights when the fears creep in—Will this work? Will people come? Is it enough? The doubts that every founder faces but rarely talks about. But I also see the growth. With each demo, each pitch, each conversation, she's becoming more confident. She's finding her voice. She's starting to believe—really believe—in what she's building. Even when she can't see it herself, I can see her changing, becoming stronger. I see the emotions she tries to hide. The spark of excitement when someone finally gets it. The quiet disappointment when they don't. The determination that brings her back the next day to try again. Building something from nothing takes courage, and she shows up with it every single day. I watch her give demos, asking people to believe in our tool, asking them to help us build this dream. There's something remarkable about watching someone you love put themselves out there like that. And I see myself in all of this too. I'm trying to help, but I'm not always a good listener. I miss things sometimes. I don't always say the right words or catch what she really needs in the moment. But I'm doing my best. I'm here, beside her, trying. The truth is, this isn't really about whether tng.sh succeeds or fails, though I really, really wish for her success. It's about watching her become who she's meant to be. It's about being beside her through the struggle. It's about knowing I get to witness this journey. She deserves to succeed. Not just because she's working hard—lots of people work hard. But because she's brave enough to keep going when it's uncertain, vulnerable enough to ask for help, and persistent enough to believe even when it's hard. That's what I see when I watch my wife build tng.sh. And that's what matters most.  ( 7 min )
    HappyTravel 🌍 — Helping Tourists Find Their Way Comfortably
    ✨ My Goal I built HappyTravel because I wanted to make sure tourists never feel lost or uncomfortable when trying to find roads, directions, or attractions in a new city. HappyTravel is a website that helps visitors easily find routes, maps, and points of interest — all in a clean and friendly design. HTML, CSS, and JavaScript Hosted on GitHub Pages Open-source project on GitHub: HappyTravel Repo 🚀 What’s Next I plan to add: More detailed routes and interactive maps Local suggestions for restaurants and landmarks Multi-language support If you like the project or want to contribute, check it out on GitHub and give it a ⭐️ — it really helps!****  ( 6 min )
    Merge K Sorted Lists
    If you’ve ever wondered “how the heck do we merge multiple sorted linked lists efficiently?” — this post is for you. We’ll break down the Merge K Sorted Lists problem step-by-step, explain the intuition behind the logic, and walk through an example so clear that you’ll never forget it again. You are given K linked lists — each sorted in ascending order. Sample Input: lists = [[1,4,5],[1,3,4],[2,6]] Sample output: [1,1,2,3,4,4,5,6] The Intuition — Think of It Like Paper Sheets If you merge all 4 one by one, like this: That works… but it’s slow because you keep merging bigger and bigger lists repeatedly. A smarter way? Merge them in pairs! Round 1: Merge (List0 + List1), (List2 + List3) Round 2: Merge the two merged results Done !!! This is exactly what our code does — merge lists in pairs,…  ( 7 min )
    Web Developer Travis McCracken on Structured Logging with Logrus
    Exploring Backend Development with Rust and Go: Insights from Web Developer Travis McCracken Hello fellow developers! I’m Travis McCracken, a passionate web developer with a particular focus on backend systems. Over the years, I’ve explored various technologies to craft fast, reliable, and scalable APIs. Today, I want to share some insights into my experiences working with Rust and Go — two powerhouse languages transforming how we build backend services. As web developers, our backend choices shape the entire performance, security, and maintainability of the applications we build. Whether it’s handling heavy data processing, ensuring system resilience, or providing seamless APIs for frontend consumption, the backend is the backbone. Lately, I’ve been diving deep into Rust and Go — both lan…  ( 8 min )
    How Google Mistook My Sui Node for a Bitcoin Farm (And Banned Me) (again)
    Google thought I was mining Bitcoin - mining it like it's 2018 baby. But no, wasn't doing that (again). I was running a L1s validator test node—you know, the exact kind of blockchain infrastructure that legitimate DeFi platforms actually need. The kind that requires computational resources because that's how distributed consensus works. The kind that works really well on cloud providers... But Google's threat detection AI apparently can't tell the difference between "crypto mining operation" and "blockchain validator infrastructure." So they banned me. Not just for that, mind you. The ban was a trifecta: Running security scans (with explicit authorisation from targets) Operating honeypots (literal security research) Running that "Bitcoin miner" (a Sui test node m8) One day I'm building awa…  ( 8 min )
    Quel commerce ouvrir dans un village ?
    Ouvrir un commerce dans un village représente une opportunité intéressante pour les entrepreneurs qui cherchent à répondre aux besoins de proximité des habitants. Face à la désertification commerciale de certaines zones rurales, plusieurs types d'activités peuvent s'avérer particulièrement rentables et utiles à la communauté. Les commerces essentiels sont ceux qui répondent aux besoins quotidiens des villageois et qui garantissent un chiffre d'affaires régulier : Pour bien démarrer votre activité commerciale en milieu rural, voici les équipements indispensables : Caisse enregistreuse : outil essentiel pour gérer vos transactions, suivre vos ventes quotidiennes, éditer des factures conformes et analyser vos performances commerciales Au-delà des commerces traditionnels, certaines activités de services connaissent un fort développement dans les villages : Le choix d'un commerce à ouvrir dans un village dépend des besoins non satisfaits de la population locale et de votre capacité à créer un lieu de proximité et de convivialité. Privilégiez les commerces essentiels ou les services manquants, équipez-vous correctement dès le départ, et misez sur la qualité du service client pour assurer la réussite de votre projet en milieu rural.  ( 7 min )
    How Healthcare Firms Automate HIPAA Compliance with Product Engineering Services
    In 2025, healthcare organizations face mounting challenges in balancing innovation with regulatory adherence. With HIPAA modernization, new state data privacy mandates, and the AI Transparency Act, manual compliance methods no longer suffice. Forward-thinking enterprises are leveraging Product Engineering Services to automate and modernize compliance ecosystems—embedding intelligence, analytics, and governance into every layer of their digital platforms. The result? Up to 40% lower audit costs, 60% fewer breaches, and faster adaptation to evolving regulations. This article explores how digital product engineering transforms healthcare compliance from an administrative burden into a strategic asset. ** ** Despite modernization efforts, many healthcare institutions remain trapped in reactive…  ( 8 min )
    Bitcoin at a Crossroads: Can the $108K Support Hold?
    Bitcoin’s recent decline below the $108,000 mark places the asset at a pivotal point. The broader market is questioning whether this is a temporary correction or the beginning of a more substantial downturn. Caution from Federal Reserve Chair Jerome Powell and renewed uncertainty regarding a potential rate cut in December have contributed to a shift toward risk aversion. While retail participants remain hesitant, institutional investors appear to be positioning for the next move. The Federal Reserve’s 25 bps rate cut was largely anticipated and already reflected in asset prices. However, Powell’s emphasis on a “data-dependent” approach during the latest FOMC meeting dampened expectations for additional easing this year. This stance drove capital flows back into U.S. Treasuries and strengthened the dollar, resulting in higher yields and downward pressure on Bitcoin. The outcome was a rapid liquidation of leveraged long positions and a notable cooling of the bullish momentum seen throughout the summer. Bitcoin currently trades just above a key support zone between $107,200 and $106,600. Key indicators show: RSI below 50 → weakening momentum MACD bearish crossover → potential short-term downside pressure A daily close below $106,600 could open the path toward $104,000, while a rebound above $110,500 may pave the way for a test of the $114,000–$116,000 range. Trading volume suggests that selling pressure is subsiding. On-chain data also indicates potential whale accumulation, a signal that volatility could soon stabilize. If macro conditions improve and the Federal Reserve’s narrative turns less restrictive, a recovery rally could emerge before mid-November. The next few sessions will be crucial. Whether Bitcoin can defend the $108,000 support will likely determine the market’s direction heading into Q4. Institutional players are positioning for a rebound — if their analysis proves correct, this phase could represent one of the last favorable entry points before the next upward cycle.  ( 7 min )
    Live Shipping Rates for eCommerce SaaS: A Step-by-Step Guide
    Does your SaaS provide a Live Shipping Rate feature? If not, you must definitely implement it, as it can be your competitive advantage. Offering real-time shipping rates can significantly improve the customer experience, increase conversions, and streamline logistics. But implementing this feature for your SaaS solution can be a challenge. In this article, you will learn why Live Shipping Rates functionality is important for store owners and their end customers, and how API2Cart can help you develop this feature effortlessly. Live Shipping Rates are real-time carrier-calculated rates based on factors such as weight, destination, and shipping method. Unlike flat-rate shipping, where customers pay the same amount regardless of distance or package size, Live Shipping Rates calculate the exac…  ( 10 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan Bill Simmons, Chris Ryan, and Van Lathan dive into the 1981 sequel to Halloween, debating whether Michael Myers is the ultimate horror villain, picking their most rewatchable scene, and going head-to-head in trademark category rounds—all with Laughs, hot takes, and plenty of gore talk. Along the way you’ll catch timestamps for the cold open, the GOAT villain debate, scene picks, and final categories. Plus, stick around for plugs of A Mountain of Movies on Paramount+, A House of Dynamite on Netflix, and a friendly reminder that State Farm has your back. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins dives back into Tim Burton’s reanimated classic with their signature “sins” style, roasting plot holes, questionable logic and quirky character moments—all while admitting Frankenweenie is still a delight. They cram every nitpick into a rapid-fire 14-minute video that’s equal parts snark and celebration of Burton’s stop-motion charm. For more lethal laughs and movie dissections, swing by CinemaSins’ website, subscribe to their YouTube channels (@TVSins, @CommercialSins, @CinemaSinsPodcastNetwork), join their Discord or Reddit, and don’t forget to fill out their poll or back them on Patreon for extra goodies. Watch on YouTube  ( 6 min )
    Squared2D Game Engine Update
    Pŕoxima atualização na engine (Squared2D): Este projecto como todos os meus são open-source e estão disponíveis no github: https://github.com/HelderNogueira00 https://www.youtube.com/@HelderNogueira01 Mais detalhes num video em breve 🙂 gamedev #gameengine #development #javascript #project #dev #development #coding #programming #html #css #nodejs #github #opensource 🙂  ( 6 min )
    AgentKit vs n8n: A Deep Dive into Modern Workflow Automation
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    Beyond LZ4 Limits, Logging at high speed with on-the-fly compression
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    Troubleshooting k3s on Raspberry Pi (Fixing the Auto-Restart Crash Loop)
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    Looking for a Flutter solution for background/killed app notifications based on proximity
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    Modern backend systems—especially in the era of AI agents, MCP servers, and multi-cloud architectures—are evolving far beyond static credentials and monolithic identity models. In this post we explore the architecture of token exchange, identity federation, and how a system like ToolHive enables secure deployment of MCP servers in this world. The MCP authorization specification focuses on how to authorize access to the MCP server itself. It doesn't specify how an MCP server should authenticate with the server it's connecting to. This leaves MCP server creators without clear guidance. In many deployments of MCP (Model Context Protocol) servers and tooling services today, developers still default to patterns like: A service-account JSON key or a long-lived API key embedded in configuration. …  ( 9 min )
    How to Use kubectl Directly on Your Raspberry Pi k3s Node
    You've set up a k3s Kubernetes cluster on your Raspberry Pi and deployed an application. While managing it remotely with kubectl from your main computer is great, sometimes you need to quickly check pod status or logs directly on the Pi itself. You might notice that just typing kubectl get pods on the Pi gives you a connection error. That's because the standard kubectl command doesn't automatically know where to find the k3s cluster configuration or have the right permissions. Luckily, k3s provides a handy wrapper command! Here's how to use it: SSH into your Raspberry Pi: ssh @ # Example: ssh pi-admin@k3s-node.local Run the k3s kubectl Command: kubectl commands with sudo k3s kubectl. This special command automatically uses the correct admin configuration (/etc/rancher/k3s/k3s.yaml) and runs with the necessary permissions. To check your running pods: # On the Pi sudo k3s kubectl get pods -A # -A shows pods in all namespaces Or, if you know the namespace (e.g., default): # On the Pi sudo k3s kubectl get pods -n default Check Pod Logs (Optional but useful): get pods command above (it will look something like my-app-deployment-xxxxxxxxxx-xxxxx). Then, view its logs: # On the Pi - Replace and sudo k3s kubectl logs -f -n # Example: sudo k3s kubectl logs -f my-app-deployment-7f8c9d4b4f-g2hjl -n default The -f flag follows the logs in real-time, showing you the latest output from your application's container directly in the Pi's terminal. That's all there is to it! Using sudo k3s kubectl is the straightforward way to interact with your k3s cluster directly on the node it's running on.  ( 6 min )
    MySQL HeatWave: The Fully Managed Multi-Cloud Database with Integrated AI
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    Setting Up GitOps with Flux on a Kubernetes Cluster
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    10 Claude Skills that actually changed how I work (no fluff)
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    Diagnosing layer sensitivity during post training quantization
    Quantization is an essential optimization technique to adapt a model to edge devices, realizing the hardware’s full potential. In practice, quantization refers to converting high-precision numerical types to lower-precision formats for both weights and activations. Most commonly, quantization converts 32-bit floating point (float32) to int8, often applied using post-training quantization (PTQ) where the model is quantized after training without requiring retraining. The result is a smaller and faster model on-device by cutting memory traffic up to 4× and enabling specialized int8 vector/NPU instructions with lower compute latency. Quantization: Converting from float precision to int data format to increase computational efficiency. However, quantization decreases the model’s expressivity …  ( 8 min )
    Η Σημασία του README σε Ένα Πρότζεκτ .NET
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    How Prompt Engineering Improves Your AI Model's Performance
    In an AI-enabled world, the business community is evolving and beginning to leverage generative AI tools and large language models to be more efficient in operations, content generation and business decision making. Nevertheless, the best models (Claude, ChatGPT, Gemini) generate results using prompts, therefore in this moment, prompt engineering is what separates a good response from a high-performance response. Prompt engineering is the thoughtful and purposeful act of designing, structuring, and enhancing input (prompts) so that a generative AI model produces a response that is accurate, relevant, and of high quality. Prompt engineering is changing the way businesses interact with AI - transforming complex preference situations into predictable responses, with predictability at scale…  ( 9 min )
    🧠 ClickHouse LEFT JOINs: Why join_use_nulls Matters
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    The Rise of AI PaaS: What Business Leaders Need to Know
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    How to Choose the Right GPU for Your Machine Learning Projects
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    Jeff Su: The Productivity System I Taught to 6,642 Googlers
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    What is an In-Bond Shipment? A Guide to Flexible Freight Movement
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    🟦🟩 Blue/Green Deployment Strategy
    Blue/Green deployment is a simple way to update software without causing downtime or breaking things for users. You create two environments—Blue (current version) and Green (new version)—and switch traffic to Green only when it's ready. Imagine you run a restaurant. You want to renovate the kitchen, but you can’t stop serving food. So, you build a second kitchen next door, test everything there, and once it’s perfect, you start cooking in the new kitchen and close the old one. That’s the idea behind Blue/Green deployment in software! It’s a strategy used by developers to release new versions of software without downtime and with minimal risk. You maintain two identical environments: Blue: The current live version that users are interacting with. Green: The new version where updates are mad…  ( 8 min )
    CAPTCHA Is a Joke — and I’m Done Playing
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    Laravel Starter Kits: Which One Should You Choose?
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    CinemaSins: Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less
    Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
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    The Hidden Risks of "Secure by Default": Why Security Contexts in Kubernetes Matter
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    🚀 One-Liner Laravel + Vue.js Setup: Skip the Boilerplate, Start Coding!
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    Asciidoc over Markdown
    I taught myself HTML a long time ago, on a software called HotDog (Pro?). There wasn't such a thing as WYSIWYG capabilities at the time. However, HotDog had an amazing feature: the toolbar had all HTML tags (there weren't that many at the time) as buttons, and you could learn them by clicking on them and watching the results. The only downside was that you had to click on another button to close the tag. Then came Dreamweaver. It was the first WYSIWYG editor, and it immediately became very popular. People who had no clue about HTML started to use it: the number of websites skyrocketed. I used it once and looked at the generated HTML. Having learned to write HTML "by hand", I found it generated by Dreamweaver overtly verbose. I continued to write my HTML by hand or with the help of IDEs. Fa…  ( 9 min )
    MUI Search - Smart, Flexible Search for Modern React Apps
    Search is one of those features that sounds easy - until you actually build it. You start with a simple input field, then realize you need async queries, loading states, filters, and dynamic results. Suddenly your “quick search box” turns into a full-blown component project. That’s why we built MUI Search - a smart, flexible search component for React and Material-UI. It gives you a polished, async-ready search field right out of the box - with complete control over styling, logic, and UX. Every developer has been there: You build a search input, then immediately start adding the missing pieces: Loading spinners. “No results” placeholders. Async calls with debounce logic. Tag or keyword extraction. Dropdown suggestions. All that, just to make something that feels fast and modern…  ( 7 min )
    🔥 .𝗡𝗘𝗧 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸 𝘃𝘀 .𝗡𝗘𝗧 𝗖𝗼𝗿𝗲 — 𝗞𝗲𝘆 𝗗𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝗰𝗲𝘀 𝗘𝘅𝗽𝗹𝗮𝗶𝗻𝗲𝗱
    If you’re preparing for a .NET developer interview, this is one question you can’t afford to miss! Let’s break down the core differences that every developer should know 👇 1️⃣ Platform Support – 2️⃣ Performance – 3️⃣ Deployment Flexibility – 4️⃣ Open Source – 5️⃣ Future Roadmap – 6️⃣ Compatibility – 7️⃣ Application Types – 8️⃣ Containerization – 9️⃣ Command-Line Tools (CLI) – 🔟 Community & Ecosystem – 💬 Which one are you currently using in your projects — .NET Framework or .NET Core? And why did you choose it? Let’s discuss below 👇  ( 6 min )
    AI Recipe Generator: Turn Food Photos into Instant Recipes with AI 🍳✨
    Have you ever looked at a dish and wondered, "What's in it — and how can I make it myself?" Introducing the AI Recipe Generator: a project that uses computer vision and AI to analyze any food photo and instantly generate a step-by-step personalized recipe. Upload a picture of your ingredients or a finished dish—get a complete recipe (with cooking steps) in seconds! Food recognition and AI have always fascinated me. As a developer, I noticed a gap: plenty of sites offer recipe browsing, but almost none use AI to bridge the gap between your fridge and cooking. What if we could snap a photo and get actionable, tailored recipes—making home cooking easier, smarter, and more fun? Image-Based Recipe Generation: Simply upload a food photo; the AI will suggest what you can cook. Smart Ingredient De…  ( 7 min )
    Stop Rewriting the Same TypeScript Types
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    Equipment Tracking in Construction: Keeping Every Tool on Site
    On a busy construction site, losing track of one tool can slow down an entire crew. A missing drill. A misplaced generator. Hours wasted searching instead of building. It happens more often than most teams admit. Tools get left on trucks, moved between sites, or borrowed without record. By the time someone notices, the day’s already behind schedule, and the budget’s bleeding from repeated purchases. Without a clear system, no one really knows what’s available, what’s being used, or what’s gone missing until it’s too late. That’s why many construction firms are turning to equipment tracking, not as a fancy add-on, but as a practical fix for everyday inefficiency. It’s about bringing order to chaos, accountability to every tool, and time back to the job site. What Is Equipment Tracking in Co…  ( 12 min )
    Terraform Meets Ansible: Automating Multi-Environment Infrastructure on AWS
    🚀 Introduction Welcome Devs, to the world of Cloud and Code ☁️💻 Today, I’ve got something really exciting for you. We’re going to integrate Terraform with Ansible to showcase the true power of Infrastructure as Code (IaC) and Configuration Management — all fully automated with a multi-environment setup. This setup will give you a real-world glimpse of how modern DevOps projects operate with environments like Dev, Stage, and Prod, and how tools like Terraform and Ansible work together — one handling infrastructure provisioning, and the other managing configuration. So without further ado, let’s dive in and start building 🚀 Before we jump into the setup, make sure you have the following requirements ready on your system 👇 AWS CLI installed and configured with an IAM user that has full …  ( 10 min )
    My web developer journey Begins
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    Files-are-Not-Just-Data-A-Guide-to-Robust-File-Handling
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    Peter Finch Golf: I challenged a HEAD PRO at HIS OWN course... (Ep. 2 – Carlisle GC)
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    Beyond the Training Data: Why RAG is the AI Superpower You Need
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    AI Meal Planner App
    What I Built I built the AI Healthy Meal Planner, an intelligent application that generates comprehensive, 7-day diabetes-friendly and heart-healthy vegetarian meal plans. It specializes in North/South Indian and Chinese cuisines, generating meal plans from a user-managed dish database. The core functionality relies on a powerful prompt engineering approach with the Gemini API to request a structured JSON output that includes the entire weekly plan, ensuring it adheres to strict health rules like low glycemic index, low saturated fats, and low sodium. I also utilized the AI for dynamic features like generating recipes for new custom dishes and providing instant, health-focused feedback when a user tries to swap a meal. Demo https://ai-healthy-meal-planner-554719291717.us-west1.run.app/ My …  ( 7 min )
    Day 19: Python Vowel Counter – Build a Simple Function to Count Vowels in Any Text
    Welcome to Day 19 of the #80DaysOfChallenges journey! Today’s beginner-friendly challenge is all about creating a vowel counter in Python using a clean, reusable function. This hands-on task helps you master functions, loops, string methods, and basic counting, essential building blocks for text analysis. Whether you're learning Python basics or brushing up on string processing, this "Python count vowels" tutorial shows you how to encapsulate logic and deliver clear results with minimal code. This challenge defines a function that scans any input text and returns the total number of vowels (a, e, i, o, u), ignoring case. It’s a perfect example of function design in action, simple input, clean logic, and a single integer output. Let’s break down the core concepts: function encapsulation, ca…  ( 9 min )
    Python Frontier: What Every Dev Needs to Learn Now
    Python isn’t just surviving — it’s thriving. The language is rapidly evolving into a more structured, performant, and deeply integrated ecosystem. If you’re a Python developer, standing still means falling behind. The next frontier of Python demands new capabilities — skills that go beyond syntax and scripts, into architecture, performance, and production readiness. Here are the three must-master areas to future-proof your Python career in the coming decade. Master Modern Concurrency If your Python experience is limited to synchronous code, you’re only using half of what the language can offer. Tool Best For Key Concept Read Extra : Here Action Item: Learn the async/await syntax. Experiment with async-native web frameworks like FastAPI or Tornado. Integrate async libraries such as ht…  ( 7 min )
    Pure CSS Pumpkin Patch - Sanjay Naker
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    The Hardest Bug to Fix Is a Misaligned Mindset
    I once spent three days debugging a race condition that didn't exist. The symptoms were real. Intermittent failures in production, impossible to reproduce locally, logs that made no sense. I added print statements, rewrote entire modules, questioned my understanding of threading. I was convinced the bug was in the code. It wasn't. The bug was in my head. I was so certain about how the system worked that I couldn't see what was actually happening. My mental model was wrong, and every hour I spent debugging was just reinforcing the wrong model. The breakthrough came when a junior developer asked a naive question that exposed my flawed assumption. The actual fix took five minutes. Unlearning my incorrect mental model took three days of frustration. This is the pattern that destroys more caree…  ( 13 min )
    Conversion Optimization: How to Build a Subscription Page That Actually Converts
    In today’s digital economy, the subscription model has become the foundation of sustainable growth for modern businesses. subscription page is designed to convert. A subscription page isn’t just a pricing screen — it’s the decision point where curiosity becomes commitment. data-driven strategy that drives measurable growth. A good subscription page doesn’t “sell” — it guides. It reduces confusion, builds trust, and creates momentum toward that final click. Your headline should instantly communicate value. A good subheadline reinforces that value by addressing pain points or prompting action. Example: “Boost productivity by 40% — Start your free trial today.” Explain what your subscription includes, why it’s different, and how it helps. Clarity builds trust. Real testimonials, recognizable …  ( 8 min )
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    Linux Text Processing: Master grep, awk, sed & jq for Developers
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    🧭 How to Index Your Website on Google Search Console (Step-by-Step Guide)
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    [Boost]
    🎃 Halloween Party 2025: A Responsive Halloween Landing Page for the Dev.to Frontend Challenge 👻 Hadil Ben Abdallah ・ Oct 30 #devchallenge #frontendchallenge #webdev #javascript  ( 5 min )
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    Danny Maude: The Ridiculous Reason Why 90% of Golfers Can't Strike Their Irons & Hybrids
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    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
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    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
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    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
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    Check out the guide on - Mastering the Naïve Bayes Classifier in R: From Concept to Real-World Applications
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    🚀 How I Built My Personal AI-Powered Portfolio – surajrana.dev
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    🧠 Understanding `!==` and Toggling Logic in React (Simplified Explanation for Beginners)
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    AiSensy vs DoubleTick vs Gallabox 2025: API Comparison
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    Vanilla Table Enhancer: Add Search & Sort to HTML Tables
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    WordPress 6.9: New Features and What’s Next
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    Why Map Lookups Are Slower Than Object Lookups in JavaScript
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    NPR Music: Tyshawn Sorey’s powerful sounds of silence | Amplify with Lara Downes
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    Jeff Su: The Productivity System I Taught to 6,642 Googlers
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    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
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    CinemaSins: Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less
    TL;DR CinemaSins just dropped “Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less,” where they gleefully pick apart every plot hole, awkward stunt and “fun nonsense” twist of the newest franchise installment. Expect their signature blend of snarky commentary, quick-fire jabs and surprisingly detailed film trivia. They’re sponsored by BetterHelp (grab a discount link if you need therapy for post-movie trauma), and they’ve also plugged all their social hubs and ways to support the team—everything from a sinful poll to Patreon, plus Discord, Reddit, Twitter, TikTok and more. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    TL;DR Cinemasins just dropped “Everything Wrong With Longlegs In 24 Minutes Or Less,” where they hilariously dissect Nicolas Cage’s over-the-top performance and tease Osgood Perkins’s upcoming thriller, Keeper. Along the way you’ll get all the usual Cinemasins goodies—links to their YouTube spinoffs, a sinful poll (because they love data), Patreon support options, and a roll call of their writer squad (Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel). Plus, jump into their Discord, Reddit, Instagram, or TikTok to keep the cinephile chaos going. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
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    ChatGPT Stole My Job, But Wrote Me a Better Résumé
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    Effective Tips to Solve Sync Issues in Outlook
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    Yet Another AWS AI Certification - AI Professional
    Introduction Generative AI is rapidly becoming a business-critical capability. AWS launched a new specialised certification for AI domain as per AI certification. The certification is currently in beta stage. Note, AWS is also decommissioning the Machine Learning Specialty certification. The AWS Certified Generative AI Developer – Professional is a Professional-level certification. It is currently in beta (as of the announcement) – registration opens November 18 2025. Exam overview: 204 minutes, ~85 questions (multiple choice / multiple response). - more questions than usual Target candidate: developers with 2+ years of cloud experience, plus 1 year of hands-on experience implementing generative AI solutions. Also experience with AWS compute/storage/networking, security, deployment/infra…  ( 7 min )
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    I got the Hacktoberfest 2025: Supercontributor badge from Hacktoberfest @hacktoberfest @digitalocean! https://www.holopin.io/hacktoberfest2025/userbadge/cmhais97v006tgy042ix06q1k  ( 6 min )
    Automating the Gridiron Gaze: Building Tools for Dynamic Depth Chart Analysis
    Hey dev.to community, For college football enthusiasts, few documents are as scrutinized as the weekly depth chart. It's the sacred text revealing who's starting, who's injured, and who's climbing the ranks. For programs like Penn State or Texas, having the most up-to-date Penn State Depth Chart or Texas Football Depth Chart is crucial for fans, analysts, and even fantasy players. But these charts are incredibly dynamic, changing due to injuries, performance, and coaching decisions. Manually tracking these shifts across dozens of teams is a Herculean task. This is where automation and data engineering come into play. This post will explore the technical challenges and solutions involved in building tools for dynamic depth chart analysis, transforming raw, often unstructured, data into acti…  ( 8 min )
    Dynamically Allocating 2D Arrays Efficiently (and Correctly!) in C 2.0
    Introduction In my article Dynamically Allocating 2D Arrays Efficiently (and Correctly!) in C, I showed how to do exactly that by allocating a buffer then using pointers within it to point to the start of rows later in the same buffer. It was recently pointed out to me by a reader that there’s a much simpler way to do it. If you want to allocate an m × n 2D matrix, you can much more simply do: int (*const a)[m] = malloc( m * n * sizeof(int) ); a[i][j] = 42; // works free( a ); where a is a constant pointer to an array of m integers. Although it’s using variable length array (VLA) syntax, it’s not allocating a VLA on the stack since malloc is being used. Yet the compiler is still generating VLA-like code in order to calculate the offset of the ith row at runtime, that is multiplying m × sizeof(int) — a variable, not a constant integer expression. The only caveat is that gcc with the -Wvla warning enabled complains that a VLA is being used. I mean, it is sort-of, but not the allocate-on-the-stack part which is the dangerous part. The above code is safe in that it can’t overflow the stack. Note that if you want to allocate a triangular matrix, then you’ll still need to use the method I described in my previous article. It just goes to show that even after as long as I’ve been doing C, there’s still something to learn about it.  ( 6 min )
    The Tri-Glyph Protocol: Chim Lac, Kitsune, and Anansi in AI/ML Collapse and Editorial Defense
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    When I started building AI prompts and frameworks, I realised something: To make it accessible and reusable for developers, I built a structured system using GitHub as my AI prompt library hub. This article walks you through exactly how I did it.
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    How I Use GitHub to Host My AI Prompt Libraries
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    Title: The Fierce Hockey Mom Who Took to the Ice to Protest Her Son's Team
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    NPR Music: Oklou: Tiny Desk Concert
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    The GIL Revealed: Why Python Threading Isn't Really Parallel
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    Danny Maude: The Ridiculous Reason Why 90% of Golfers Can't Strike Their Irons & Hybrids
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    The Productivity System I Taught to 6,642 Googlers I spent nine years teaching a simple, four-step workflow—Capture, Organize, Review, Engage (CORE)—that helps you handle every bit of workplace info without relying on memory or willpower. You record everything immediately, sort it quickly, check in during scheduled reviews, then block focused time to actually get stuff done. It works with any tool you already have and becomes second nature in just two weeks. Seriously—no more sticky notes piled on your desk or “I’ll remember that later” panic! Watch on YouTube  ( 6 min )
    Automated Testing: A Low-Code Platform's Perspective
    Automated testing is a critical component of modern software development practices. However, its maintenance costs are often high, making it difficult to achieve high automated test coverage in projects with limited resources. Naturally, some consider using visual low-code platforms to simplify the writing and maintenance of test cases. But, the fundamental challenge in automated test maintenance is not about visualization, but rather the fragility of test cases. Generally, the test cases we write adopt an external perspective: provide input, call a function, and then check the return result. However, business functions are rarely so-called pure functions; their execution inevitably involves numerous side effects, such as reading/writing databases, concurrent access, generating random numb…  ( 17 min )
    CinemaSins: Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less
    TL;DR CinemaSins rips apart Final Destination: Bloodlines in under 24 minutes, calling out every ridiculous plot twist, over-the-top death trap and “science” behind the series—while admitting it’s all fun nonsense. Expect plenty of snark, a shout-out to sponsor BetterHelp, and non-stop self-promotion: links to more CinemaSins channels and socials, a viewer poll, Patreon support and the roll call of sin-spotting writers. Watch on YouTube  ( 6 min )
  • Open

    AAVE Drops 8% Amid Crypto Weakness Despite RWA DeFi Momentum
    The lending protocol's token showed weakness as technical support crumbled, plunging below $210.  ( 29 min )
    Solana Tumbles 8%, Erasing All Year-Over-Year Gains as Spot ETF Debuts Fail to Boost Price
    One onchain observer noted a large transaction by Jump Crypto, speculating that the crypto firm might be rotating SOL into BTC, perhaps weighing on sentiment.  ( 28 min )
    ETH Selloff Meets Late Bounce as Volume Climbs; Range Tightens as Risk Appetite Plunges
    Heavier trading met a late rebound after a breakdown, narrowing the range and putting nearby checkpoints back in focus.  ( 31 min )
    Coinbase Tops Expectations as Transaction Revenue Hits $1B
    Coinbase’s Base network became profitable in Q3 as transaction volume rose and ETH prices climbed, supporting broader gains across trading and services.  ( 30 min )
    Strategy Posted EPS of $8.42 in Q3 Driven by Mark-to-Market Gains on Bitcoin
    Bitcoin's action of late hasn't been great, but the price did rise nearly 7% in the three months ended September 30, boosting reported profits for Michael Saylor's firm.  ( 31 min )
    DOGE Slides 7.5% to $0.18, Triggering Technical Breakdown
    Despite expectations for Q4 rallies, Dogecoin's market structure remains fragile, with traders watching if it can defend the $0.18 base.  ( 31 min )
    XRP Plunges 8% as Fed Shock and Bitcoin Weakness Combine to Break $2.46 Floor
    The breakdown was accompanied by outsized volume, with a peak around 392.6 million tokens — nearly 400% of its daily average.  ( 31 min )
    Retail Bitcoin Traders Are Showing Most Fear Since Oct. 20 Crypto Crash: Santiment
    Volume rose 60.5% above the weekly average as long-term holders sold 325,600 BTC and trading compressed into a $107,000 to $108,000 band near support.  ( 33 min )
    Chainlink's LINK Drops 8% Below Support Despite Largest Token Buyback Since August
    The oracle network's token succumbed to the broader crypto market weakness, even though adoption continues growing with a recent Ondo partnership.  ( 30 min )
    A Further 20% Bitcoin Correction on the Table: Glassnode
    The analytics firm warns that Bitcoin’s failure to reclaim the $113K cost basis may lead to deeper retracement toward $88K amid long-term holder selling and fragile sentiment.  ( 30 min )
    Ethereum Developers Lock In Fusaka Upgrade for Dec. 3 With PeerDAS Rollout
    The move kicks off the countdown to Ethereum’s second hard fork of 2025.  ( 29 min )
    OpenAI Eyes Massive $1T IPO as Early as 2026: Reuters
    AI has become the bellwether for the general technology sector, which often correlates with the cryptocurrency market.  ( 29 min )
    Bitcoin Plunges Below Critical 200-Day Average as Dollar Surges to 3-Month High
    BTC's losses follow positive developments in U.S.-China trade relations.  ( 29 min )
    Cardano’s ADA Drops Amid Report of Whales Offloading $100M in Tokens
    The selloff broke key $0.61 support on elevated volume, triggering a technical breakdown despite signals of a possible rebound.  ( 31 min )
    Stellar’s XLM Holds Steady at $0.2975 as Weak Volume Caps Rebound Momentum
    XLM consolidated near $0.2975 after a volatile session, underperforming the broader crypto market despite signs of accumulation near key support.  ( 30 min )
    SUI Slides as Token Unlock Concerns Trigger Breakdown to as Low as $2.27
    A 160% spike in trading volume and stop-loss cascades drove the plunge, with SUI stabilizing just above key support amid mounting November supply concerns.  ( 30 min )
    HBAR Declines 4% Following ETF Debut as Initial Euphoria Fades
    Hedera retreated to $0.1925 despite historic spot ETF launch on Nasdaq as profit-taking offset institutional milestone.  ( 30 min )
    Crypto Asset Manager Bitwise Makes Case for Solana’s Next Big Run
    Solana is well-positioned to capture a growing share of the stablecoin and tokenization boom, the investment firm said.  ( 29 min )
    BNB Slips Below Support as Broader Crypto Market Reacts to Fed Chair's Remarks
    The Fed's 25 basis point rate cut and Chair Jerome Powell's cautious stance led to a wave of selling, with 24-hour liquidations surging to over $1.1 billion.  ( 30 min )
    JPMorgan Completes First Blockchain-Based Private Fund Transaction Amid Tokenization Push
    Kinexys Fund Flow, developed by the bank's digital asset arm Kinexys, aims to streamline access to alternative funds.  ( 29 min )
    The Graph Builders, Edge & Node, Unveil “ampersend” Dashboard to Manage AI Agent Payments
    The founding team behind The Graph debuts a new platform to unify payments, policies, and visibility for autonomous agents.  ( 30 min )
    Mythical Games Taps Sam Altman’s World to Keep Players Safe From Bots
    As part of the partnership, Mythical will build Mythos Chain, the first layer-3 blockchain atop World Chain, the layer-2 network built on top of Ethereum.  ( 30 min )
    Social Engineering Scams Top Crypto Threats in 2025: WhiteBit
    Technical wallet hacks, including phishing and malware, are the second most common threat, making up 33.7% of incidents.  ( 29 min )
    1kx: Onchain Economy Hits $20B as Fees Signal Real Demand
    The firm’s Onchain Revenue Report (H1 2025) aggregates verified onchain data across more than 1,200 protocols, tracking how value actually moves through decentralized systems.  ( 31 min )
    Core Scientific Stock Gains 5% After $9B CoreWeave Merger Rejected
    The widely-panned takeover attempt failed a shareholder vote failed a shareholder vote.on Thursday.  ( 29 min )
    Crypto M&A Heats Up as Big Banks and Fintechs Race to Scale: Citizens
    Citizens says blockchain deals are accelerating as firms buy rather than build to keep pace with regulatory clarity and customer demand.  ( 31 min )
    Bitcoin Slides Below $108K, Crypto Stocks Sink as 'Uptober' Disappoints
    With Thursday's decline, bitcoin is on track for its worst October return in more than a decade.  ( 33 min )
    Crypto for Advisors: AI Agents and Internet Money
    AI agents are transforming wealth management by enabling automated, real-time DeFi investments and portfolio rebalancing with tokenized assets, creating new opportunities for advisors.  ( 33 min )
    WisdomTree Debuts 14 Tokenized Funds on Plume Network
    As part of the rollout, Galaxy Digital said it will allocate $10 million to WisdomTree’s Government Money Market Digital Fund  ( 30 min )
    Injective’s TVL Climbs 14% Amid Buyback Launch, But INJ Token Sinks 8%
    The divergence comes just as Injective kicks off its new Community Buy-Back program.  ( 30 min )
    BONK Defends $0.000014 Support as Volume Surges 71%
    BONK retreats from recent highs, sliding below $0.0000141 as volatility spikes and traders brace for continued range-bound action  ( 29 min )
    Ondo Taps Chainlink to Power Data Feeds for 100+ Tokenized Equities
    The partnership also involves Chainlink's Cross-Chain Interoperability Protocol (CCIP) and collaborations through the Ondo Global Market Alliance.  ( 29 min )
    ICP Slides to $2.99 After Rejection From $3.15 Resistance
    Internet Computer dipped below $3.00 after a sharp rejection from $3.15; range-bound trading suggests continued consolidation  ( 29 min )
    Bernstein Sees 75% Upside for Ether Treasury Firm SharpLink, Initiates at Outperform
    The Wall Street broker said SharpLink is a compliant, institutional gateway to Ethereum, and gave the stock a $24 price target, offering 75% potential upside.  ( 29 min )
    FIGHT Token Sale Raises $183M as UFC Partner Fight.ID Seeks to Bring Combat Sports Onchain
    The Solana-based project’s second ICO in a week far surpassed expectations as retail investors double down.  ( 29 min )
    UFC-Endorsed FIGHT Token Sale Raises $183M, Exceeding $1.5M Target
    The Solana-based project’s second ICO in a week far surpassed expectations as retail investors double down.  ( 29 min )
    CoinDesk 20 Performance Update: Uniswap (UNI) Drops 7% as All Constituents Decline
    NEAR Protocol (NEAR) was also an underperformer, falling 6.4%.  ( 27 min )
    Flutterwave, Africa's $31B Payment Provider, Taps Polygon for Cross-Border Payments
    The deal will roll out faster, low-cost payments for global firms such as Uber in more than 30 countries in Africa.  ( 30 min )
    Crypto Privacy Shouldn't Be a Purity Test
    By refusing to compromise on privacy, crypto risks marginalizing itself. There may be a path forward that respects both individual choice and practical constraints, says Rob Viglione, CEO of Horizen Labs.  ( 35 min )
    Crypto Markets Today: Bitcoin Tests $110K as Traders ‘Sell the News’ on Fed Cut, U.S.-China Deal
    Bitcoin slid to its $110,000 support as the broader crypto market shed $80 billion following the Federal Reserve’s interest-rate cut and a new U.S.-China trade agreement.  ( 31 min )
    Circle’s USDC Overtakes Tether's USDT in Onchain Activity as Regulation Drives Shift: JPMorgan
    USDC leapfrogged USDT in onchain activity as regulatory clarity pushes investors toward transparent and compliant stablecoins.  ( 30 min )
    Plasma’s XPL Token Crashes 80% as Hype Fades Amid Woeful Debut
    Once billed as the “blockchain for stablecoins,” Plasma’s XPL token has plunged from its $1.67 peak to $0.31 amid low network activity and waning sentiment  ( 32 min )
    Market Stumbles on Fed Caution as Options Expiry Looms: Crypto Daybook Americas
    Your day-ahead look for Oct. 30, 2025  ( 39 min )
    DeFi Set to Challenge TradFi With $2T in Tokenized Assets by 2028: Standard Chartered
    The bank said the 2025 stablecoin boom is fueling a self-sustaining wave of DeFi growth, and it forecasted $2 trillion in tokenized real-world assets by 2028.  ( 31 min )
    Australia's AUSTRAC Fines Cryptolink as Part of Crypto ATM Crackdown
    AUSTRAC has fined Cryptolink 56,340 Australian dollars ($37,000) after identifying "weaknesses" in the company's AML/CTF compliance.  ( 29 min )
    Analysis: Prediction Market Bettors Miscalculated Dutch Election Results
    Both Polymarket and Kalshi traders ignored late polls showing D66 gaining ground, keeping Geert Wilders’ PVV priced as a sure thing until exit polls forced a repricing that erased millions in misplaced bets.  ( 31 min )
    This Bitcoin Market Dynamic Commands Attention as Prices Surge Past $110K Ahead of $13B Options Expiry
    Key market dynamic points to potential for heightened market volatility ahead of Friday's options expiry.  ( 29 min )
    Crypto Traders Take on $800M Liquidations as Fed’s Caution Sparks ‘Sell-the-News’ Reversal
    Large clusters of long liquidations can signal capitulation and potential short-term bottoms, while heavy short wipeouts may precede local tops as momentum flips.  ( 31 min )
    XRP Rejects $2.67 Breakout in Risk of Deeper Pullback as Fed Cuts Cause Bitcoin Slide
    XRP slid from $2.63 to $2.59 after a failed breakout above the $2.67 zone, with trading volume spiking to roughly 392.6 million tokens—about 658% above its recent average—during the rejection.  ( 30 min )
    BTC Drops, Then Pops, as Trump Lowers China Tariffs
    However, bitcoin and other non-yielding assets may benefit in the coming months as liquidity returns and investors rotate out of cash-heavy positions into growth and alternative stores of value.  ( 33 min )
    Asia Morning Briefing: What's the Real Use for a Yen Stablecoin? An On-Chain Carry Trade
    Unlike most Asian currencies, the yen moves freely across borders, making it the perfect vehicle for an on-chain carry trade that blends Japan’s easy money with DeFi’s appetite for yield.  ( 32 min )
  • Open

    Learn Cybersecurity from Harvard University
    We just posted a Harvard University course that will provide you an introduction to cybersecurity. It's taught by one of the world's most-loved computer science teachers, Dr. David J. Malan. In this course you will learn how to secure your accounts, ...  ( 3 min )
    How to Overcome a Negative Performance Review and Become a Better Developer
    I was a year into my new job at Google. After repeated warnings about underperformance, my manager sat me down. I was being placed on a Performance Improvement Plan (PIP). For those unfamiliar, a PIP at Google is a two-month plan to show improvement ...  ( 12 min )
    How to Build Your Own MCP Server with Python
    Artificial intelligence is evolving at a remarkable pace. Models today can reason, write, code, and analyze information in ways that once seemed impossible. But there’s one major limitation that still holds them back: context. Most AI models don’t ha...  ( 9 min )
    How to Improve Your Programming Skills by Building Games
    When most people think about learning to code, they imagine building websites or automating small tasks. Few think of building games as a serious way to improve programming skills. But creating even a simple game can teach lessons that no tutorial e...  ( 7 min )
    Mobile App Development with Dart and Flutter
    Mobile app development lets you build applications that run on multiple platforms. Flutter is Google's UI toolkit for building applications for mobile, web, and desktop from a single codebase. Flutter apps are written in Dart, a statically typed, obj...  ( 4 min )
  • Open

    The Download: Introducing: the new conspiracy age
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Introducing: the new conspiracy age Everything is a conspiracy theory now. Conspiracists are all over the White House, turning fringe ideas into dangerous policy. America’s institutions are crumbling under the weight of deep…  ( 21 min )
    Leveraging the clinician’s expertise with agentic AI
    How ambient AI assistants are supporting clinicians to save time, reduce burnout, and enhance treatment, restoring the doctor-patient experience.  ( 24 min )
    Four thoughts from Bill Gates on climate tech
    Bill Gates doesn’t shy away or pretend modesty when it comes to his stature in the climate world today. “Well, who’s the biggest funder of climate innovation companies?” he asked a handful of journalists at a media roundtable event last week. “If there’s someone else, I’ve never met them.” The former Microsoft CEO has spent…  ( 21 min )
    It’s never been easier to be a conspiracy theorist
    The timing was eerie. On November 21, 1963, Richard Hofstadter delivered the annual Herbert Spencer Lecture at Oxford University. Hofstadter was a professor of American history at Columbia University who liked to use social psychology to explain political history, the better to defend liberalism from extremism on both sides. His new lecture was titled “The…  ( 44 min )
    Can “The Simpsons” really predict the future?
    According to internet listicles, the animated sitcom The Simpsons has predicted the future anywhere from 17 to 55 times.  “As you know, we’ve inherited quite a budget crunch from President Trump,” the newly sworn-in President Lisa Simpson declared way back in 2000, 17 years before the real estate mogul was inaugurated as the 45th leader…  ( 23 min )
    How conspiracy theories infiltrated the doctor’s office
    As anyone who has googled their symptoms and convinced themselves that they’ve got a brain tumor will attest, the internet makes it very easy to self-(mis)diagnose your health problems. And although social media and other digital forums can be a lifeline for some people looking for a diagnosis or community, when that information is wrong,…  ( 39 min )
    Why it’s so hard to bust the weather control conspiracy theory
    It was October 2024, and Hurricane Helene had just devastated the US Southeast. Representative Marjorie Taylor Greene of Georgia found an abstract target on which to pin the blame: “Yes they can control the weather,” she posted on X. “It’s ridiculous for anyone to lie and say it can’t be done.”  There was no word…  ( 41 min )
    Chatbots are surprisingly effective at debunking conspiracy theories
    It’s become a truism that facts alone don’t change people’s minds. Perhaps nowhere is this more clear than when it comes to conspiracy theories: Many people believe that you can’t talk conspiracists out of their beliefs.  But that’s not necessarily true. It turns out that many conspiracy believers do respond to evidence and arguments—information that…  ( 25 min )
    Why do so many people think the Fruit of the Loom logo had a cornucopia?
    There is a shirt currently listed on eBay for $2,128.79. It was not designed by Versace or Dior, nor spun from the world’s finest silk. In fact, a tag proudly declares, “100% cotton made in Myanmar”—but it’s a second tag, just below that one, that makes this blue button-down so expensive.  “I looked at it…  ( 53 min )
    What it’s like to be in the middle of a conspiracy theory (according to a conspiracy theory expert)
    On a gloomy Saturday morning this past May, a few months after entire blocks of Altadena, California, were destroyed by wildfires, several dozen survivors met at a local church to vent their built-up frustration, anger, blame, and anguish. As I sat there listening to one horror story after another, I almost felt sorry for the…  ( 41 min )
    Whales are dying. Don’t blame wind turbines.
    When a whale dies, it often decomposes quite quickly—the process starts within hours of an animal’s stranding on shore. Depending on the species, they may have six inches or more of blubber, an insulating layer that traps heat inside and turns their internal organs to mush.  That can make Jennifer Bloodgood’s job very difficult. As…  ( 26 min )
    How to help friends and family dig out of a conspiracy theory black hole
    MIT Technology Review’s How To series helps you get things done. Someone I know became a conspiracy theorist seemingly overnight. It was during the pandemic, and out of nowhere, they suddenly started posting daily on Facebook about the dangers of covid vaccines and masks, warning of an attempt to control us and keep us in…  ( 27 min )
    How AGI became the most consequential conspiracy theory of our time
    Are you feeling it? I hear it’s close: two years, five years—maybe next year! And I hear it’s going to change everything: it will cure disease, save the planet, and usher in an age of abundance. It will solve our biggest problems in ways we cannot yet imagine. It will redefine what it means to…  ( 59 min )
  • Open

    Proton Launches The eMAS 5 EV Hatchback; Starting Price RM59,800
    After much teasing and anticipation, the national automaker Proton has finally launched its second fully electric (EV) model, the eMAS 5. The EV hatchback, which the automaker claims to be its first affordable EV, is offered in two variants: Prime and Premium. As reported previously, in terms of design, the EV features LED headlights designed to […] The post Proton Launches The eMAS 5 EV Hatchback; Starting Price RM59,800 appeared first on Lowyat.NET.  ( 37 min )
    Maybank Secure2u Approvals Will Now Require Biometric Authentication
    Maybank will soon be rolling out an update on the biometric authentication for Secure2u approval on the MAE app. This action is done to further combat fraud and improve the security of users’ online banking experience. According to the bank’s official statement, the introduction of this additional security feature began yesterday, 29 October, and will […] The post Maybank Secure2u Approvals Will Now Require Biometric Authentication appeared first on Lowyat.NET.  ( 34 min )
    Secure2u Approvals Will Now Require Biometric Authentication
    Maybank will soon be rolling out an update on the biometric authentication for Secure2u approval on the MAE app. This action is done to further combat fraud and improve the security of users’ online banking experience. According to the bank’s official statement, the introduction of this additional security feature began yesterday, 29 October, and will […] The post Secure2u Approvals Will Now Require Biometric Authentication appeared first on Lowyat.NET.  ( 33 min )
    Marshall Bromley 750 Launches In Malaysia For RM5,899
    You know the brand Marshall for its very rock-centric range of audio products. We’ve also said as much in our review, noting that it suffers in just about any other genre. But in the meantime, the company has been venturing into less familiar territory. One result of this adventuring outside of its comfort zone is […] The post Marshall Bromley 750 Launches In Malaysia For RM5,899 appeared first on Lowyat.NET.  ( 35 min )
    Experience Dazzling Photography, Cinematic Videography & The Revolutionary ColorOS 16 With The OPPO Find X9 Pro
    The OPPO Find X9 series is now here. Being the brand’s flagship device, it goes without saying that this device is absolutely packed with features designed to revolutionise the way you use a smartphone on a day-to-day basis.  The Find X9 Pro in particular is built to be the ultimate vlogging companion — one that […] The post Experience Dazzling Photography, Cinematic Videography & The Revolutionary ColorOS 16 With The OPPO Find X9 Pro appeared first on Lowyat.NET.  ( 44 min )
    Samsung Internet Beta Comes To Windows With Galaxy AI
    From OpenAI’s ChatGPT Atlas to Perplexity’s Comet, it’s safe to say that AI-based browsers are gaining a lot of traction. Though the field is already dominated by big names in the field of AI, Samsung plans on joining the fray with its own Android-based browser on PC. The browser is called Samsung Internet, and it […] The post Samsung Internet Beta Comes To Windows With Galaxy AI appeared first on Lowyat.NET.  ( 34 min )
    Communications Ministry Mulls Licensing For 10 Online Games, Including Roblox
    The Communications Ministry is considering requiring at least 10 online games, including Roblox, to obtain licences in Malaysia. The move is part of its efforts to strengthen oversight of the digital gaming space, particularly to safeguard children from harmful content and behaviour. While it is unclear what the nine other games are, comms minister Datuk […] The post Communications Ministry Mulls Licensing For 10 Online Games, Including Roblox appeared first on Lowyat.NET.  ( 34 min )
    You Can Now Pick Up Shopee Orders Via Parcel Locker
    Shopee has recently started introducing a new option for online shoppers to pick up their orders. Customers can now collect their purchases via parcel locker. Basically, items are placed within a set of lockers for the recipients to fetch. In essence, a parcel locker acts as a self-service collection point. To use this service, the […] The post You Can Now Pick Up Shopee Orders Via Parcel Locker appeared first on Lowyat.NET.  ( 33 min )
    realme 15T Officially Launches In Malaysia; Starts From RM1,199
    realme has officially launched the realme 15T in Malaysia. An additional variant to the brand’s existing mid-range line-up, this model offers an entry level MediaTek chipset, along with dual rear cameras and long lasting battery life. While not as thin as “Air” labeled smartphones, its 7.79mm body and slim camera island gives the realme 15T […] The post realme 15T Officially Launches In Malaysia; Starts From RM1,199 appeared first on Lowyat.NET.  ( 35 min )
    Toyota Unveils Futuristic Corolla Concept At Japan Mobility Show 2025
    Toyota at the Japan Mobility Show unveiled a new concept of its most reliable and high selling model, the Corolla. The Corolla for many years now has been the people’s car and the automaker would like to keep it that way while evolving the car to the needs of current trend by presenting it as […] The post Toyota Unveils Futuristic Corolla Concept At Japan Mobility Show 2025 appeared first on Lowyat.NET.  ( 18 min )
    CelcomDigi’s Spark Is Seriously Lacking International Roaming Options
    Earlier this week, CelcomDigi officially launched Spark, which is basically a rebranding of the original mobile brand, Yoodo. Like Yoodo, it operates on a 30-day active cycle, and offers new fixed plans to users who stayed on from the Yoodo days. Enticing as these plans are, though, the telco is currently suffering from one major […] The post CelcomDigi’s Spark Is Seriously Lacking International Roaming Options appeared first on Lowyat.NET.  ( 35 min )
    NVIDIA Now Worth US$5 Trillion In Market Capitalisation
    Despite the crushing sanctions and restrictions, and against all odds, NVIDIA has once again beaten the rest of the tech giants to another feat: becoming the first company with a market valuation of US$5 trillion (~RM21 trillion). The company’s achievement comes less than six months after it was valued at US$4 trillion (~RM16.8 trillion). Now, […] The post NVIDIA Now Worth US$5 Trillion In Market Capitalisation appeared first on Lowyat.NET.  ( 34 min )
    Apple iPad mini 8 May Use A Variant Of Under-Display Speaker
    Bloomberg’s Mark Gurman claims that Apple will be giving the iPad mini 8 the OLED screen upgrade. And while it will be the earliest to roll out, it will also sport its own unique upgrade. Gurman claims that this will come in the form of vibration tech for its speakers, but didn’t elaborate further. Judging […] The post Apple iPad mini 8 May Use A Variant Of Under-Display Speaker appeared first on Lowyat.NET.  ( 35 min )
    YouTube Introduces Automatic AI Upscaling For Low-Res Videos
    YouTube has announced that it is rolling out some new features to the video sharing platform, with the aim of improving user experience on TV screens. Among these updates is a Super Resolution setting, which essentially uses AI to upscale low-res videos. According to the company, it will automatically generate higher resolutions for videos that […] The post YouTube Introduces Automatic AI Upscaling For Low-Res Videos appeared first on Lowyat.NET.  ( 34 min )
    iCAUR V23 Previewed In Malaysia Ahead Of Q4 2025 Launch
    iCAUR Malaysia has previewed its second model for the local market, V23 off-road EV SUV, following the recent launch of the iCAUR 03 early last month. The V23 initially made its official appearance at the Malaysia Auto Show (MAS 2025) and will be offered in two variants locally: a rear-wheel-drive (2WD) and an intelligent all-wheel-drive […] The post iCAUR V23 Previewed In Malaysia Ahead Of Q4 2025 Launch appeared first on Lowyat.NET.  ( 36 min )
    TechLife Pad Plus 12 LTE Launches In Malaysia With RM799 Price Tag
    Last week, TechLife promised the launch of the Pad Plus 12-inch LTE on 30 October. As promised, the tablet has now official in the local market. And with that, we know what the tablet has to offer in its local incarnation. But availability doesn’t start immediately though. Of course, thanks to the name, we didn’t […] The post TechLife Pad Plus 12 LTE Launches In Malaysia With RM799 Price Tag appeared first on Lowyat.NET.  ( 34 min )
    TNG eWallet App Adds New EV Charging Feature
    Touch n’ Go Digital (TNG Digital) has rolled out a new EV Charging feature to its TNG eWallet platform. This enables users to locate, activate, and pay for electric vehicle (EV) charging sessions across multiple charge point operators (CPOs) in Malaysia and Singapore, all within a single app. Powered by Voltality, a wholly owned subsidiary […] The post TNG eWallet App Adds New EV Charging Feature appeared first on Lowyat.NET.  ( 34 min )
    Nothing Phone (3a) Lite Debuts With Dimensity 7300 Pro
    Nothing has officially unveiled its newest smartphone, the Phone (3a) Lite. As the latest addition to the budget-friendly Phone (3a) lineup, it serves as the brand’s first entry-level handset. Notably, the device shares some similarities with CMF Phone 2 Pro, with a few distinctions. The Phone (3a) Lite sports a 6.77-inch 1,084 x 2,392 AMOLED […] The post Nothing Phone (3a) Lite Debuts With Dimensity 7300 Pro appeared first on Lowyat.NET.  ( 34 min )
    nubia Air Hands On: The Next Thin Alternative
    It goes without saying that many smartphone brands are now hopping on the “thin is in” bandwagon (looking at you, Apple). However, no one flaunts this fact more obviously than the recently released nubia Air. Measuring in at 5.9mm, the phone is definitely thin. During my time with it, there were one too many instances […] The post nubia Air Hands On: The Next Thin Alternative appeared first on Lowyat.NET.  ( 37 min )
    Investigation Of DeepSeek-Powered Drone Shows Chinese Reliance On NVIDIA GPUs
    Back in February, China’s North Industries Corporation, or Norinco for short, unveiled the P60, an autonomous military vehicle capable of travelling at speeds of up to 50km/h, along with the ability to conduct combat support actions without human input. Recently, a report by Reuters highlights how much of that autonomy was powered by DeepSeek, which […] The post Investigation Of DeepSeek-Powered Drone Shows Chinese Reliance On NVIDIA GPUs appeared first on Lowyat.NET.  ( 35 min )
  • Open

    Why IT leaders should pay attention to Canva’s ‘imagination era’ strategy
    The rise of AI marks a critical shift away from decades defined by information-chasing and a push for more and more compute power.  Canva co-founder and CPO Cameron Adams refers to this dawning time as the “imagination era.” Meaning: Individuals and enterprises must be able to turn creativity into action with AI.   Canva hopes to position itself at the center of this shift with a sweeping new suite of tools. The company’s new Creative Operating System (COS) integrates AI across every layer of content creation, creating a single, comprehensive creativity platform rather than a simple, template-based design tool. “We’re entering a new era where we need to rethink how we achieve our goals,” said Adams. “We’re enabling people’s imagination and giving them the tools they need to take action.” A…
    Meta researchers open the LLM black box to repair flawed AI reasoning
    Researchers at Meta FAIR and the University of Edinburgh have developed a new technique that can predict the correctness of a large language model's (LLM) reasoning and even intervene to fix its mistakes. Called Circuit-based Reasoning Verification (CRV), the method looks inside an LLM to monitor its internal “reasoning circuits” and detect signs of computational errors as the model solves a problem. Their findings show that CRV can detect reasoning errors in LLMs with high accuracy by building and observing a computational graph from the model's internal activations. In a key breakthrough, the researchers also demonstrated they can use this deep insight to apply targeted interventions that correct a model’s faulty reasoning on the fly. The technique could help solve one of the great chall…

  • Open

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    Save YouTube Videos Without Losing Quality
    We’ve all had that moment when you find a great video on YouTube and wish you could save it for later. Whether it’s a tutorial, a vlog, or a music performance, downloading it in full quality shouldn’t feel complicated. Yet most online tools are loaded with ads, confusing buttons, or poor-quality results. That’s exactly why creators prefer using the YouTube Video Downloader Why Most Downloaders Waste Your Time Typical downloaders make you click through endless pop-ups or install unnecessary apps. What should take seconds often turns into a frustrating process that slows your computer and wastes time. The YouTube Video Downloader fixes this by keeping things simple. You paste the video link, choose the quality, and download instantly. No waiting, no fake ads, no extra steps. Keep Your Quality and Save Time If you’ve ever downloaded a YouTube video that turned out blurry or pixelated, you know how disappointing that feels. This downloader keeps the original resolution intact up to 1080p so your videos stay crisp and clear. Whether you’re saving tutorials for study, collecting clips for editing, or backing up your favorite content, it’s reliable and quick every time. Here’s what makes it stand out: Full HD downloads with no loss in quality Works smoothly on any device or browser No installations or hidden costs Fast, safe, and user-friendly Designed for Modern Creators Anyone who edits or repurposes content knows that managing clips can take up valuable time. Using tools like the YouTube Video Downloader keeps your workflow fast and organized. Pair it with other tools from LiveLink AI Final Thoughts When you need to save YouTube videos without losing quality, speed and simplicity are key. The YouTube Video Downloader from LiveLink AI gives you both. No software, no clutter, just fast and reliable downloads that keep your workflow moving.  ( 6 min )
    Update: 485 downloads in 48 hrs - wild! Drop a comment if you're using it.
    🚀 Introducing lara-fetch - Laravel Sanctum made SIMPLE (no tears 😭) Bright Agyemang ・ Oct 29 #laravel #javascript #api #frontend  ( 6 min )
    Join us at Atlassian's Developer Day: Bellevue
    Register Now Calling all builders, creators, and innovators! We’re excited to announce that Atlassian’s Developer Day is coming to Bellevue on November 13, 2025 at the Meydenbauer Center. Developer Day is a one-day, in-person event packed with dedicated sessions, hands-on workshops, and networking opportunities - all designed to help you accelerate software development and get the most out of the Atlassian platform. Learn from the Best: Hear from Atlassian engineers, product leaders, customers, and app builders. Get Hands-On: Dive into hands-on workshops with Rovo Dev & Forge. Grow Your Skills: Take home actionable techniques and tools Network: Connect with Atlassian’s Engineering leadership and the broaded developer community. Register Now (https://events.atlassian.com/dev-day-bellevue) Here’s a sneak peek at what you can expect: Keynote: Listen in as Atlassian’s SVP of Engineering, Taroon Mandhana shares insights on developer productivity. Panel Session: Hear from industry engineering leaders as they discuss AI’s impact within the SDLC Deep Dives & Workshops: Get hands-on with Forge & Rovo Dev Roundtables: Interactive sessions to share ideas and best practices Happy Hour: Wrap up the day with networking and a toast! :backhand_index_pointing_right: Register now! (https://events.atlassian.com/dev-day-bellevue) See you in Bellevue!  ( 6 min )
    [Boost]
    The Sender Policy Framework: Bare Bone Essentials Tobiloba Ogundiyan ・ May 20 #cybersecurity #security #networking #network  ( 5 min )
    Cryptography for developers
    🔐 The Invisible Backbone of the Digital World I’d dare to say that cryptography is the backbone of the digital era. Without it, the Internet would be a chaotic and insecure place. Thanks to the relentless work of scientists, mathematicians, and engineers who have perfected the cryptographic algorithms we use today, it’s possible to transfer money, protect conversations, authenticate identities, and ensure privacy in every corner of our connected world. Without cryptography, there would be no secure banking transactions, no blockchain, and no trust in digital communication. Every message, every payment, and every login would be a risk. In short, cryptography doesn’t just protect data — it protects our very way of life in the 21st century. As developers, we constantly interact with cryptog…  ( 7 min )
    Unlocking Developer Revenue: AI Monetization and Dual Earnings for LLM Apps
    Unlocking the Future of AI Monetization: Meet Monetzly – The Google Ads for AI Conversations As developers, we’re witnessing an explosion of AI applications that push the boundaries of innovation. Yet, a pressing challenge looms: how can we monetize these creations without imposing subscriptions or paywalls that disrupt user experience? Enter Monetzly—a revolutionary platform that creates win-win-win scenarios for developers, advertisers, and users in the AI economy. Imagine a marketplace where developers can monetize their applications seamlessly, advertisers reach highly engaged users, and users enjoy enriched experiences—all without intrusive ads. Monetzly is the first dual-earning platform in the AI space, designed to empower developers like you while creating value for advertisers a…  ( 7 min )
    Building Client-Side PII Protection for LLMs Using Chrome's Built-in AI
    TL;DR: I built PII Shield, a Chrome extension that automatically detects and masks sensitive information before you send it to ChatGPT, Claude, or any LLM. Everything runs locally using Chrome's Prompt API and Gemini Nano. Zero server costs, complete privacy, works offline. Demo Video: https://youtu.be/QvCY2sPC4YU The Problem Nobody Talks About "Draft an email to john.smith@acme.com about employee ID EMP-12345's performance review. CC sarah.jones@acme.com" You just sent three pieces of PII to an external AI service. Your compliance team would not be happy. Employee names and IDs Traditional Data Loss Prevention (DLP) solutions cost $50,000+ annually, require server infrastructure, and often break web applications. Small companies can't afford them. Larger companies struggle to enforce them…  ( 11 min )
    For anyone new to testing in Go. This article will take give you a solid foundation on your testing journey #golang #tdd
    Testing Real-World Go Code: Table-Driven Tests, Subtests and Coverage Tobiloba Ogundiyan ・ May 1 #testing #go #tdd #tutorial  ( 6 min )
    Circo2 Reviews: Benefits, Ingredients & User Results (2025)
    Circo2 Reviews: Does This Nitric Oxide Booster Deliver Real Results? Struggling with low energy, poor circulation, or cardiovascular concerns? Nitric oxide supplements like Circo2 claim to address these issues by enhancing blood flow and supporting heart health. In this comprehensive review, we'll examine what Circo2 actually delivers based on scientific evidence and real user experiences. As we age, our body's natural nitric oxide production declines, potentially leading to reduced circulation and energy levels. Circo2 by Advanced Bionutritionals aims to counteract this with its specialized formula. But does it live up to the hype? Let's dive into the science, ingredients, and user experiences to find out if this supplement deserves a place in your health regimen. What is Circo2? Understa…  ( 15 min )
    My API Testing & Postman Automation Journey with Gradific API
    Over the past week, I worked on a detailed API Testing & Presentation Task using the Gradific REST API documentation. This assignment pushed me deeper into advanced API testing concepts such as CRUD operations, nested endpoints, authorization flows, and Postman collections. Here’s a breakdown of what I did ✅ ✅ Task Overview I was required to: 🔐 Authentication Challenges Initially, every request returned: later: Eventually, I got the API responding, but then encountered: While debugging, I discovered that the API requires a valid JWT for protected routes — meaning I needed to: ✔ Authenticate first This taught me how token-based security impacts testing workflows and how to handle protected endpoints properly. 🛠 Tools & Skills Used How I Used It Tool / Concept How I Used It Tool / Concept How I Used It Tool / Concept How I Used It Tool / Concept How I Used It 📌 Deliverables I Produced ✅ Full Postman Collection This experience helped me: 🎯 Key Takeaways 🙌 Wrapping Up This project confirmed my passion for Quality Assurance Engineering and backend testing. I’m excited to build more with Postman, automation scripts, and CI pipelines as I advance in this field. If you’re working on APIs: Thanks for reading! Feel free to connect with me on my journey ❤️  ( 7 min )
    🚀 WebForms Core: The First Time You Realize the Web Can Be Simpler, Faster, and Smarter
    Imagine writing three lines of server code and watching a full-stack web application come to life—complete with real-time updates, offline capability, and rich interactivity—without touching JavaScript, configuring build tools, or wrestling with state management. Welcome to WebForms Core, where the server speaks in clear, powerful commands and the client simply obeys, turning complex frontend-backend coordination into a seamless conversation. This isn't just another framework—it's a rebellion against unnecessary complexity, a return to intuitive development, and proof that the future of web apps isn't more layers of abstraction, but smarter, simpler, and radically more productive architecture. Also picture this: instant two-way binding without JavaScript frameworks, real-time WebSocket an…  ( 9 min )
    prmt: instant-feeling shell prompts (sub-millisecond, even over SSH)
    TL;DR: Rust-powered shell prompt with sub-millisecond rendering that stays fast over SSH. / prmt prmt 🚀 Ultra-fast, customizable shell prompt that won't slow you down Rendered with "{path:#89dceb}{rust:#f38ba8:f: 🦀}{git:#f9e2af:f: }\n{ok:#a6e3a1}{fail:#f38ba8} " Features ⚡ Blazing Fast: Sub-millisecond rendering for typical prompts (~2ms end-to-end) 🎨 Highly Customizable: Full control over colors, formats, and what information to show 🚀 Context Aware: Automatically detects git repos, project files, shows only what's relevant 📦 Zero Dependencies: Single binary, no runtime dependencies required 🦀 Memory Efficient: Zero-copy parsing with SIMD optimizations ✨ Smart Rendering: Only shows information when relevant to your current directory Why prmt? Faster than al…  ( 8 min )
    Peter Finch Golf: I challenged a HEAD PRO at HIS OWN course... (Ep. 2 – Carlisle GC)
    I challenged the head pro at Carlisle GC in a £1,000 match In Episode 2, I took on Carlisle Golf Club’s head pro on his own turf and it was epic. Huge thanks to Titleist for backing the series, supporting club pros across the UK, and even boosting the junior section here at Carlisle off the back of this match. Shout-out to Nicky and everyone at Carlisle GC for hosting us—visit their site for course info. Curious about my clothes and clubs? Check out the link for all my equipment details and snag some sweet discounts! Watch on YouTube  ( 6 min )
    Jeff Su: The Productivity System I Taught to 6,642 Googlers
    Jeff Su spills the exact productivity system he’s taught to over 6,600 Googlers: a simple four-step routine that banishes info chaos and turns good intentions into habits in just two weeks. At its heart is the CORE workflow—Capture everything immediately, Organize with minimal friction, Review during scheduled sessions, and Engage by blocking time to execute. It works with any tool you already use, so you ditch the memory gymnastics (and endless willpower battles) for a process that clicks on day one. Watch on YouTube  ( 6 min )
    Security-is-Not-a-Feature-Its-a-Foundation
    GitHub Home About ten years into my career, I experienced a security incident that still gives me chills. We were developing an online trading system for a financial client. A young programmer on the team, trying to take a shortcut while writing an endpoint to query order history, directly concatenated SQL strings. Yes, you read that right—the most classic, textbook SQL injection vulnerability. 😈 A hacker exploited this vulnerability, bypassed authentication, and walked away with the entire user table. By the time we discovered it, it was too late. For the next few months, our entire team lived in a nightmare: cooperating with investigations, appeasing the client, fixing the vulnerability, and auditing all other company projects for similar risks. The company's reputation and business wer…  ( 10 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    Bill Simmons, Chris Ryan, and Van Lathan team up to revisit John Carpenter’s 1981 sequel Halloween II, marveling (and questioning) why Michael Myers still can’t stay dead. Between debates on whether he’s the GOAT horror villain and shout-outs to Jamie Lee Curtis and Donald Pleasence, they dig into every spooky corner of Haddonfield. Along the way they share their most rewatchable moments, argue through fun “categories,” and sprinkle in their trademark banter—proving that even 40 years later, the Halloween legacy still cuts deep. Watch on YouTube  ( 6 min )
    Files-are-Not-Just-Data-A-Guide-to-Robust-File-Handling
    GitHub Home I'll never forget that afternoon. We had just launched a new feature allowing users to upload their profile pictures. Everything seemed perfect. Until one user, whether intentionally or not, tried to upload a 2GB movie file from his computer. 🎬 The server's memory monitor instantly turned red, CPU usage shot up to 100%, and then, the entire service crashed and burned. 😵‍💫 Why? Because our rudimentary web framework tried to read the entire uploaded file into memory for processing. A 2GB request body instantly blew up our small server, which only had 4GB of memory. This is a classic, and extremely painful, "rookie mistake." Handling files, whether uploading or downloading, is one of the most common requirements in web development. But precisely because it's common, we often ov…  ( 9 min )
    JS Promise usage
    Promise.all(), fail fast if there is any process rejected. Promise.allSettled(), wait until all async requests finished, no matter failed or successful, return a status. Promise.any(), as long as any async request is successful, ignore any rejected. Promise.race(), as long as any async request is completed, no matter it's successful or failed.  ( 5 min )
    🎯 Dear Scammers: You Picked the Wrong Developer
    The Message That Started It All Yesterday, I received this gem: Amazon Safety Recall Notification Dear Amazon Customer, the product you purchased in Oct 2025 (Order Number: 112-4725343-5258772) does not meet Amazon's standards and has been included in the recall list. For your safety, please stop using the product immediately and visit the following link for more details and to request a full refund: https://cutt.ly/tr8MrjPI?VJHH=apbxOp My first thought? "Oh honey... you have NO idea who you just texted." My second thought? "Let me show you what happens when you target someone who has SubFinder installed." Welcome to 2025. This isn't 2015 anymore. You can't just register a domain, spin up nginx, get a Let's Encrypt cert, and think you're untouchable. We have: SubFinder enumerating all 4…  ( 11 min )
    Why DevSecOps Isn't a Role. It's a Responsibility
    Remember when (at least part of) the industry realised "DevOps isn't a job title"? We're making the same mistake again, now with DevSecOps. Companies are hiring "DevSecOps Engineers," thinking they've solved security. They've just renamed the problem. Some years ago, organisations started to rush into hire "DevOps Engineers" believing they could buy their way into better collaboration and faster delivery. Instead, they got siloed teams with new titles, operating much like the old separation between development and operations. The 2016 State of DevOps Report by Puppet (published by DORA.dev now) found that high-performing organisations treated DevOps as a cultural practice, not a job description. Teams that successfully adopted DevOps had shared ownership across roles. The same principle a…  ( 9 min )
    🛡️ What Makes Linux Secure (and Where It's Weak - Plus How to Fix It)
    When people say "Linux is more secure than Windows", they're often half right - and half overconfident. Linux is built on strong security principles, but it's not immune to misconfigurations, privilege escalations, or human mistakes. Let's explore why Linux is secure, where it's weak, and most importantly - how to fix those weaknesses. 🔍 Why Linux Is Secure by Design 1. Open-Source Transparency ✅ Security Tip: sudo pacman -Syu # Arch sudo apt update && sudo apt upgrade -y # Debian/Ubuntu 2. User Privilege Separation ✅ Security Tip: Never run applications as root unless absolutely necessary. Review your sudoers file using: sudo visudo Disable passwordless sudo access. 3. Granular Permissions and Ownership rwx (read, write, execute) permission model provides precise control over…  ( 8 min )
    🪙 Day 29 of #30DaysOfSolidity — Building a Collateral-Backed Stablecoin in Solidity — Step-by-Step Guide
    Author: Saurav Kumar Tags: solidity, defi, stablecoin, ethereum, blockchain Difficulty: Intermediate → Advanced Reading Time: ~10 minutes In decentralized finance (DeFi), stablecoins play a crucial role in bridging traditional finance and crypto. price stability, liquidity, and on-chain utility—acting as the backbone of protocols like MakerDAO (DAI), Aave, and Curve. In this guide, we’ll build a collateral-backed stablecoin named StableUSD (sUSD) using Solidity and Foundry, demonstrating how to maintain a 1:1 peg to the US dollar through collateralization and oracle-based pricing. This article is part of my DeFi Engineering Series, where I recreate real-world protocols from scratch. How stablecoins maintain their price peg How to design collateralized minting and redemption flows How to in…  ( 9 min )
    From Confusion to Creation: My Ongoing Journey in Tech
    If you had told me a year ago that I’d be building websites, writing code, and juggling multiple tech programs all at once, I’d have laughed it off. Back then, coding felt like something distant something only “tech people” did. But that changed the moment I wrote my first line of HTML and saw it appear on a browser. It was a small thing, but it lit a spark that hasn’t gone out since. How It All Started I built my first project a simple recipe page and even though it wasn’t perfect, it felt like an accomplishment. It was mine. Then came freeCodeCamp, and that’s where everything began to connect. The lessons were clear and practical. I earned certifications in HTML and CSS, learned about accessibility, semantic elements, and created small projects like a café menu and a personal business ca…  ( 7 min )
    Debugging AI in Production: Root Cause Analysis with Observability
    Modern AI applications—RAG chatbots, copilot assistants, and voice agents—fail in ways that are subtle, context-dependent, and often nondeterministic. Debugging them requires more than log inspection or ad hoc prompt fixes. It demands engineered observability across the agent graph, structured evaluations to quantify quality, and a repeatable root cause analysis (RCA) process that shortens the path from issue to fix. This guide explains how to design AI observability for production systems, how to do RCA for agentic failures, and how teams use Maxim AI’s end-to-end platform—spanning simulation, evals, and agent observability—to ship reliably. Traditional observability focuses on request latency, error rates, and resource metrics. AI observability must capture the intent, knowledge, and rea…  ( 11 min )
    Symbolic Alchemy: Transmuting Linear Solvers into Lightning Speed by Arvind Sundararajan
    Symbolic Alchemy: Transmuting Linear Solvers into Lightning Speed Imagine simulations grinding to a halt, AI models training at a snail's pace, and scientific breakthroughs delayed—all because of inefficient linear solvers. The bottleneck often lies in preconditioning, a critical technique to accelerate these solvers. But choosing the right preconditioning parameters feels like searching for a needle in a haystack, often relying on fixed values that simply don't adapt to the problem at hand. The core idea is to automatically discover compact, human-readable formulas that predict the best preconditioning parameters for each specific problem instance. Instead of fixed constants or complex, opaque machine learning models, we're talking about symbolic expressions – think simple equations inv…  ( 7 min )
    Top 7 Metrics to Monitor for AI Observability and Performance
    AI applications have moved from prototypes to business-critical systems, making AI observability and LLM observability essential to ensure reliability, safety, and measurable impact. Whether you’re building voice agents, copilots, or RAG systems, the most effective teams rigorously track a small set of metrics that directly tie to user outcomes and operational excellence. This blog presents seven pragmatic metrics you can monitor to improve quality in production, backed by authoritative references and hands-on guidance with Maxim AI’s observability, evaluation, and simulation stack. Unlike traditional services, AI systems can fail silently, drift in behavior, or produce plausible but incorrect outputs. Observability requires: Distributed agent tracing with span-level detail across prompts,…  ( 10 min )
    A Practical Guide to Distributed Tracing for AI Agents
    Distributed tracing has become essential for teams building complex AI systems—LLM apps, RAG pipelines, and multimodal voice agents—where a single user interaction can traverse gateways, retrieval services, model routers, prompt managers, evaluators, and external tools. This guide explains how to design and implement agent tracing that is actionable for debugging, evaluation, and production observability. It outlines proven patterns using OpenTelemetry, shows how to tailor traces for AI-specific workflows, and demonstrates how Maxim AI’s full-stack platform and Bifrost gateway help you achieve reliable, measurable performance from development to production. Traditional tracing answers “where did the time go?” for microservices. In AI systems, it must also answer: Did the agent choose the r…  ( 11 min )
    The Three Pillars of AI Observability: Tracing, Monitoring, and Evaluation
    AI applications have moved beyond single-model demos into complex, multi-agent systems: voice agents, RAG copilots, multi-step workflows, and tool-using agents running across providers. In this new reality, shipping high-quality AI reliably requires a robust observability strategy purpose-built for agents. This article lays out the three pillars—tracing, monitoring, and evaluation—explains why each is necessary, and shows how Maxim AI’s full-stack platform operationalizes them end-to-end for engineering and product teams. Traditional web observability was built around request–response lifecycles, where latency, error rates, and CPU were enough for most SLOs. Agentic applications introduce new failure modes: Model drift, prompt regressions, and hallucinations. RAG retrieval gaps, context mi…  ( 11 min )
    Your-Error-Handling-is-a-Mess-and-Its-Costing-You-💸
    GitHub Home I still remember the bug that kept me up all night. A payment callback endpoint, when handling a rare, exceptional status code from a third-party payment gateway, had a .catch() that was accidentally omitted from a Promise chain. The result? No logs, no alerts, and the service itself didn't crash. It just "silently" failed. That user's order status was forever stuck on "processing," and we were completely unaware. It wasn't until a week later during a reconciliation that we discovered hundreds of these "silent orders," resulting in tens of thousands of dollars in losses. 💸 The lesson was painful. It made me realize that in software engineering, we probably spend less than 10% of our time on the happy path. The other 90% of the complexity comes from how to handle all sorts of e…  ( 9 min )
    I Think Game Dev Isn’t My Thing (And That’s Okay)
    I’ve made a few games over the years — joined some game hackathons, shipped small projects — but looking back, I only really enjoyed making one 3D game a few years ago. Every other time, I found the process stressful. Debugging physics, balancing gameplay, polishing UI — it always drained me more than it inspired me. I used to think that meant I was failing as a developer. But now I think it just means I like different kinds of creation. I love building systems, tools, and interactive experiences — things people can use, not necessarily play. Maybe that’s the key: not everyone who loves interactivity has to be a “game dev.” If you’ve felt something similar - enjoying one part of a field but hating the rest - that’s totally fine. You can pivot, evolve, and still be creative. TL;DR: It’s okay to stop doing what drains you, even if it’s something you once thought you’d love.  ( 6 min )
    ⏳geol, the cli to efficiently manage EOLs like a boss
    This is a submission for the 2025 Hacktoberfest Writing Challenge: Maintainer Spotlight First of all, I would like to point what makes my core motivation & energy last, what keeps me in movement : my curiosity. this is curiosity and the satisfaction we get once got answers that (from my POV) makes things possible. Of course we are building software or products, but first, I want to focus on creating and experimenting news ways of viewing problems that affect us and prototype new ways of fixing issues (regardless of programming languages or technologies) or rewiring known problems, then share these techniques and POVs with others to confront perspectives. Nothing excites me more that seeing the solution come to life, talk with my teammates about how to tweak an output, what to remove until …  ( 14 min )
    48 hours date with Kiro IDE
    The Project What my project was intended to be? What my final project became? TL;DR Designing the app flow: Built a high-level navigation structure connecting the main game’s tabs and pages. Integrating drum beat audio: Created a drum kit folder with various sound files for each drum piece and imported them into the app. Developing the main game logic (UI challenges): Designed the game interface to display and detect drum hits as they reached the hit line, iterating through several UI adjustments along the way. Implementing the scoring system: Built the logic to detect hits, calculate scores, and measure player accuracy. Introducing the challenge post: Players achieving over 90% accuracy would trigger a community challenge post—inviting others to choreograph a 3D character dance to the s…  ( 13 min )
    Rick Shiels Golf: Our Best Golf Challenge EVER
    Our Best Golf Challenge EVER pits Rick Shiels, James Robinson and Guy Charnock against 18 holes with one shared mission: break 75. Each hole starts with a draw—pull the Yellow Ball and you’re on your own, no advice, no mulligans, pure pressure golf. Expect wild momentum swings, epic saves (and meltdowns), plus plenty of banter as they battle nerves and that elusive score. Along the way you’ll get classic Rick Shiels charm—golf tips, equipment reviews and coaching nuggets—while they see if this twist is enough to keep them under par. Think you could handle the Yellow Ball Challenge? Watch, laugh (or wince), and let them know in the comments! Watch on YouTube  ( 6 min )
    **Unlocking Efficient Media Processing with Domain Knowledge
    Unlocking Efficient Media Processing with Domain Knowledge Injection In the realm of AI-powered media processing, the quest for optimized performance and speed is a perpetual pursuit. One innovative approach to achieving this goal is through a technique known as 'domain knowledge injection.' By infusing pre-trained models with custom, domain-specific knowledge, developers can significantly enhance inference speeds while maintaining accuracy. What is Domain Knowledge Injection? Domain knowledge injection involves leveraging attention mechanisms or fusion techniques to integrate domain-specific information into pre-trained models. This allows the model to learn from both general and specialized knowledge, enabling it to better understand and process media data. By injecting domain-specific knowledge, developers can: Fine-tune models for specific applications: Domain knowledge injection enables the adaptation of pre-trained models to specific use cases, such as vide... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    ‘Halloween II’ Deep Dive with Bill Simmons, Chris Ryan & Van Lathan The Ringer crew reunites to revisit John Carpenter’s 1981 sequel, debating whether Michael Myers truly earns GOAT status as horror’s ultimate boogeyman. They trade hot takes on the film’s most rewatchable moments and even break into playful “best-of” categories for scares, kills, and more. With timestamps guiding you from the cold open (0:00) through the big villain debate (1:41), standout scene breakdown (33:13), and final awards round (55:51), it’s a quick, fun ride through one of horror’s classic follow-ups. Watch on YouTube  ( 6 min )
    Ringer Movies: The 25 Best Movies of the Century: No. 7 - 'In The Mood for Love’
    The 25 Best Movies of the Century: No. 7 – In the Mood for Love In episode 7 of their “25 Best Movies of the 21st Century” series, Sean Fennessey and Amanda Dobbins celebrate Wong Kar-wai’s In the Mood for Love, calling it the signature romance of the century. They unpack how its meticulously composed frames and lush visuals create a simmering tension that still inspires filmmakers today. Beyond its stunning aesthetics, the hosts argue that the film’s true power lies in the ache of unfulfilled desire—something that feels more poignant than ever in our modern world. Produced by Jack Sanders, this conversation spotlights why longing can be the most resonant emotion on screen. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    TL;DR CinemaSins just dropped “Everything Wrong With Frankenweenie In 14 Minutes Or Less,” playfully tearing apart Tim Burton’s stop-motion dog tale—even though they openly love it—thanks to a theatrical re-release from Guillermo del Toro. Expect snarky “sins” and plenty of loving jabs at everyone’s favorite resurrected pooch. They also plug the usual CinemaSins empire: a link hub for all their channels, invites to join polls and Discord, and a shout-out to their Patreon. Writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel get name-checked, and you can stalk them on Twitter, TikTok, Reddit and more. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less
    Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less is a tongue-in-cheek Cinemasins video, sponsored by BetterHelp for therapy, poking fun at the series’ signature “fun nonsense.” The film’s code and predictable kills get the usual rapid-fire sins tally. The description also plugs Cinemasins’ website, Linktree, and YouTube spinoff channels, invites viewers to take a “sinful” poll and support the team on Patreon, and lists their writers and social channels (Twitter, Instagram, Discord, Reddit, TikTok). Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    TL;DR CinemaSins has rolled out “Everything Wrong With Longlegs In 24 Minutes Or Less,” a bite-sized roast of Nicolas Cage’s wild turn in the thriller Longlegs. With Osgood Perkins’ Keeper on the horizon, they couldn’t resist revisiting all the absurd moments—especially those conspicuously long limbs. For more sins (and behind-the-scenes fun), hit their site or linktr.ee, fill out the quick poll, and consider backing them on Patreon. You can also catch CinemaSins on YouTube, Twitter, Instagram, Discord, Reddit, TikTok and beyond! Watch on YouTube  ( 6 min )
    Designing Accessible Dark Mode Interfaces: A Step-by-Step Guide for Modern Web Designers
    Introduction Dark mode is everywhere, from mobile apps to developer tools and websites. It’s sleek, power-efficient, and easier on the eyes for many users. But there’s a catch: most dark mode designs aren’t accessible. Poor contrast, harsh text, and invisible icons make them difficult to use for people with visual impairments, and tiring for everyone else. In this guide, you’ll build your own accessible dark mode layout from scratch, learning best practices as you go. By the end, you’ll know how to design, test, and implement dark mode that’s both stylish and inclusive. You will be able to build interchangable theme as seen bellow: Before you begin, ensure you meet a few basic requirements to follow this guide smoothly. These will help you understand each step and build your own accessi…  ( 12 min )
    **Unlocking the Secrets of Transformers: The Power of Self-A
    Unlocking the Secrets of Transformers: The Power of Self-Attention Scoring Efficiency (SASE) In the realm of natural language processing (NLP), Transformers have revolutionized the way we approach language understanding and generation. At the heart of their success lies a crucial metric: Self-Attention Scoring Efficiency (SASE). This metric is a game-changer in evaluating the model's ability to focus on relevant input tokens while elegantly ignoring irrelevant ones. What is SASE? SASE measures the efficiency of self-attention mechanisms in Transformers. Self-attention allows the model to weigh the importance of each input token relative to the others, enabling it to focus on the most relevant information. By calculating the ratio of relevant attention scores to total attention scores, SASE provides a quantitative measure of the model's ability to selectively attend to key tokens. Why is SASE important? A higher SASE score (> 0.8) is a strong indicator of a model's a... This post was originally shared as an AI/ML insight. Follow me for more expert content on artificial intelligence and machine learning.  ( 6 min )
    Debugging AI Agents in Under 5 Minutes: My Playbook with Agent Compass
    TL;DR Traditional APM tools (Datadog/New Relic) tell me about infra and API health, not why an agent chose the wrong tool or produced a bad answer. LLM observability platforms (LangSmith/Arize) expose traces, but I still had to manually review thousands of them. Recently, I tried Agent Compass. It: Clusters similar failures so I debug categories, not one-off traces. Maps symptoms to likely root causes (retrieval drift, tool thresholds, prompt regressions, guardrail friction, etc.). Suggests actionable fixes** and lets me validate them quickly. Below is my step-by-step flow, the checks I run, and the way I confirm the fix. Why agents are hard to debug (the short version) Dynamic paths. Unlike classic request→response code, agents branch, call tools, and recover on the fly—creating thousands…  ( 7 min )
    [Boost]
    From dark data to bright insights: The dawn of smart storage Manjul Sahay for Google AI ・ Oct 29 #ai #data #webdev #cloud  ( 5 min )
    Optimizing a load balancing algorithm to minimize the runtime of a static process
    This is a followup to the following article: Load balancing Cypress tests without Cypress Cloud. Months ago, I built a simple load balancer for the Cypress testing framework. While others exist, like the really well-designed cypress-split and an existing one in paid Cypress Cloud, I set out to see how to improve and combine all the necessary commands into one package. Originally, tests were balancing using a "round-robin" algorithm, but after time, I found that the extremes between the highs and lows from the process execution times to be inefficient. Thus, I set out to improve upon this with a new approach. Everything below defines specifically version 0.2.9 of the “cypress-load-balancer” NPM package; please note it may change over time from how it is described here. I feel confident that…  ( 16 min )
    How to Create the "Apple Liquid Glass" Effect with CSS and SVG
    If you've been searching for the "Apple Liquid Glass" style, you're in the right place. You may already be familiar with traditional "glassmorphism," the popular design trend that uses backdrop-filter: blur() to create a frosted glass look.This article introduces the "Apple Liquid Glass" technique, a new way to achieve a more realistic and dynamic result. We'll break down how to create its signature rippling distortion using a clever combination of layered HTML elements, CSS, and a powerful SVG filter. We'll be referencing the code from the "Glassmorphism Music Player" example. The Core Concept: Stacking Layers The entire effect relies on stacking four distinct layers on top of each other using CSS positioning and z-index. Imagine it like a sandwich: Content (Top Layer, z-index: 3) - Your …  ( 8 min )
    Unlocking Success: Your Ultimate Guide to Shopify Ecommerce
    If you’ve ever thought about starting your own online store, chances are you’ve heard of Shopify. This platform has become a go-to for many entrepreneurs looking to sell their products online. Not only is it user-friendly, but it also offers a ton of features that can help you run a successful ecommerce business. So, let’s dive into what Shopify ecommerce is all about! Shopify is a cloud-based ecommerce platform that allows you to create your own online store without needing to know how to code. Founded in 2006, Shopify has grown to become one of the leading ecommerce solutions worldwide. Whether you're selling handmade crafts, clothing, or digital products, Shopify provides a robust framework to help you get started. User-Friendly Interface: Shopify’s dashboard is easy to navigate, making…  ( 8 min )
    Master YAML in 2024: Complete Learning Guide for DevOps Engineers
    Master YAML in 2024: Complete Learning Guide for DevOps Engineers 🚀 YAML is everywhere in DevOps - from Kubernetes manifests to CI/CD pipelines, Docker Compose to Ansible playbooks. Yet many developers struggle with its nuances. This comprehensive guide will take you from YAML basics to advanced concepts with hands-on examples. This guide covers everything you need to master YAML: ✅ 12 Progressive Chapters - From basics to advanced concepts ✅ Hands-on Examples - Copy-paste ready code ✅ Interview Questions - 25+ questions with answers ✅ Real DevOps Use Cases - Kubernetes, Docker, Ansible 🔗 GitHub Repository: https://github.com/yuvrajkarna2717/DevOps # Basic data types app_name: FocusPilot # String version: 1.0 # Number active: true # Boolean null_…  ( 12 min )
    Files-are-Not-Just-Data-A-Guide-to-Robust-File-Handling
    GitHub Home I'll never forget that afternoon. We had just launched a new feature allowing users to upload their profile pictures. Everything seemed perfect. Until one user, whether intentionally or not, tried to upload a 2GB movie file from his computer. 🎬 The server's memory monitor instantly turned red, CPU usage shot up to 100%, and then, the entire service crashed and burned. 😵‍💫 Why? Because our rudimentary web framework tried to read the entire uploaded file into memory for processing. A 2GB request body instantly blew up our small server, which only had 4GB of memory. This is a classic, and extremely painful, "rookie mistake." Handling files, whether uploading or downloading, is one of the most common requirements in web development. But precisely because it's common, we often ov…  ( 9 min )
    How to Create Product Demos (Even Without a Video Team)
    After months of building your product, you’re finally ready to show it to the world. But there’s one big question: how do you present it to your users? Yes, you guessed it. Video is the best way to engage your audience. Studies show that the average viewer watches only a few seconds of a product demo before skipping. So, the challenge is clear: how do you create a product demo video that actually holds attention? Let’s walk through how you can create product demo videos that look professional and convert viewers into customers. Why Product Demo Videos Matter A good demo helps your users understand exactly what your product does without reading long descriptions or guides. Whether you’re launching a SaaS, mobile app, or any digital product, showing it in action is the best way to build trus…  ( 7 min )
    10 Tips for Making Better Decisions
    Hi there! AI is shrinking the amount of code many of us write. The real leverage of a software engineer, more than knowing a specific programming language or framework, comes from making the right decisions. Not only in software engineering, but also in life: as information is more readily available than ever before, the barrier to making good decisions isn't about having access to data, but about knowing how to process it. However, every day we make dozens of calls with bias-prone brains. How can we make better decisions, not only as software engineers, but in our lives? In this blog post, I give 10 tips that work for me when I have to make a difficult decision. The first response to a situation is usually discomfort and a sense of urgency. Avoiding to take a rushed decision and sleeping …  ( 10 min )
    Integration Debt vs Data Contracts
    The Fundamental Problem with Integration Debt We all know the cost of Integration Debt. It's the sprawling collection of unmanaged APIs, brittle custom code, and hard-coded business logic that slows velocity and increases risk. For years, we've focused on re-platforming as the cure—but we were treating the symptom, not the cause. The truth is, Integration Debt is fundamentally a data governance problem disguised as a coding problem. It's the failure to guarantee the integrity of data between systems. Now, with the rise of Autonomous AI Agents, this debt becomes a catastrophic risk. An agent operating at machine speed against fragmented, ungoverned data pipelines will automate and accelerate failure. To move from chaos to control, the solution is structural: the Data Contract Engine (DCE). The DCE is the non-negotiable architectural layer that enforces policy and integrity at the point of data transfer. It guarantees that every single data exchange adheres to a defined, auditable, and secure standard. This solves three critical problems inherent in Integration Debt: Eliminates Schema Drift: The DCE validates data at runtime, preventing unexpected input from breaking downstream services (or AI agents). Enforces Policy: It ensures that security policies, governance rules (GDPR, SOX), and business logic are checked before the data is accepted. Creates Auditability: It provides the verifiable log and decision point required to track every agent action, closing the 'Accountability Gap.' If you're building in the Agent Mesh—or simply trying to survive the sheer volume of data exchange—you need to shift your focus from passive routing to active data governance. The DCE is the operational manifestation of that shift. I break down the architecture, vendor landscape, and the strategic mandate for building this Data Contract Engine here: 👉 Read the Full Deep Dive on the Data Contract Engine #IntegrationDebt #APIs #DataGovernance #EnterpriseArchitecture #DataFlow  ( 7 min )
    MCUBoot: Signing and Header Analysis
    There are several tools to verify that images are correctly formatted and signed. The xxd utility creates a hex dump of binary files, which can be used to examine image headers and TLV structures. xxd -l 32 zephyr.signed.bin 00000000: 3db8 f396 0000 0000 0002 0000 c8ee 0000 =............... 00000010: 0000 0000 0000 0000 0000 0000 0000 0000 ................ 3db8f396 : magic number (0x96f3b83d) 00000000 : load address 0002 : header length (0x0200 = 512Bytes) 0000 : protected TLV length c8ee0000 : image size (0xeec8 = 6128 Bytes) TLV offset = 0x0200 + 0xeec8 = 0xf0c8 xxd -s 0xf0c8 -l 128 zephyr.signed.bin 0000f0c8: 0769 2800 1000 2000 13d3 f70b 5ac5 9719 .i(... .....Z... 0000f0d8: 1ce7 f6c6 dd30 e79f b437 1ed1 e606 a4cb .....0...7...... 0000f0e8: 855c c397 a0a8 667d ffff ffff f…  ( 8 min )
    🧩 Thinking in React: When and Where to Create State (Explained with a Packing List App)
    Managing state is one of the most confusing parts for new React developers — we often wonder: “Should this be a state, a prop, or a ref?” In this post, I’ll break down a simple decision-making process to know when to create state and where to put it — using my own small project called Listo 🛒, a packing list app built with React. Ask yourself a few questions before creating new state. 1️⃣ Do I need to store some data? ❌ No: Just use a normal variable. const total = price * quantity; ✅ Yes: Go to the next question. 2️⃣ Can this data be computed from existing state or props? If yes, then don’t store it separately — derive it instead. Example: const packedCount = items.filter(item => item.packed).length; No need to store packedCount in useState; it’s derived from items. 3️⃣ Shou…  ( 8 min )
    🚀 𝐃𝐲𝐧𝐚𝐦𝐢𝐜 𝐓𝐢𝐭𝐥𝐞𝐬 𝐢𝐧 𝐑𝐞𝐚𝐜𝐭: 𝐐𝐮𝐢𝐜𝐤 𝐓𝐢𝐩
    If you want to set a dynamic page title in React, you can just put a title tag inside your component. But there’s a catch: ⚠️ Only one title should be rendered at a time. If more than one component adds a title at once, React will put all of them in the head, which can cause unexpected behavior in the browser and affect SEO. {/* ❌ 𝚆𝚛𝚘𝚗𝚐 */} 𝙱𝚘𝚘𝚔𝚒𝚗𝚐𝚜 ${𝚙𝚊𝚐𝚎}} The first one ends up creating an array (["Bookings", page]) instead of a string, so it doesn’t work properly. Using a template literal fixes it.  ( 6 min )
    Ng-News 25/43: Vitest - Angular's New Testing Framework
    Angular 21 goes with Vitest. A clear decision after years of uncertainty - and new discussions emerge around content projection. ⚡️ Angular Chooses Vitest The decision about the future testing framework has finally been made: it’s going to be Vitest. Starting with Angular 21, Vitest becomes the default testing framework. So when you run ng new, Vitest will be selected by default – not Jasmine. The best thing about this decision is not Vitest itself. For more than two years, we didn’t really know which testing framework we should use – especially for new projects. There was the official Jasmine/Karma combination. But it was always said that Jasmine would be supported, while Karma would not. For Karma, a potential replacement was the Modern Web Test Runner. As a second su…  ( 8 min )
    How Smart Home Tech Is Changing the Way We Install and Manage Heating Systems
    Introduction: A New Era of Heating Control Home heating has evolved far beyond thermostats and timers. The rise of smart home technology is transforming how heating systems are installed, monitored, and maintained. From connected thermostats that “learn” your habits to remote diagnostics that prevent breakdowns before they happen, homeowners and HVAC professionals are experiencing a shift that combines efficiency, comfort, and intelligence. This guide explores how smart home tech is reshaping heating system management—offering a glimpse into the future of energy-efficient, data-driven homes. When people think of smart heating, they often picture smart thermostats like Nest or Ecobee. But today’s systems go much further. Modern smart heating systems include connected boilers, heat p…  ( 9 min )
    You-Might-Not-Need-WebSockets-The-Simple-Power-of-Server-Sent-Events
    GitHub Home In our toolbox, there are always a few "star" tools. 🛠️ In the realm of real-time web communication, WebSocket is undoubtedly the brightest star. It's powerful, supports bidirectional communication, and has become the "default answer" for almost all real-time needs. So, when a product manager comes to you and says, "Hey, we need a dashboard that updates in real-time!" the first thing that pops into many programmers' minds is: "Okay, let's use WebSockets!" But, wait a minute. ✋ As an old-timer who has been navigating this world for decades, I want to ask: do we always need a "Swiss Army knife" to peel an apple? 🍎 I've seen too many scenarios where a simple feature that only requires unidirectional data push from the server to the client—like site notifications, stock price upd…  ( 9 min )
    Como ajudar as pessoas a contribuirem com seu projeto Open Source
    Essa é uma submissão para o Desafio de escrita do Hacktoberfest 2025: Reflexões sobre Open Source. README.md legal Esse arquivo é basicamente a vitrine do seu projeto. Então faz sentido que você dedique um tempo nele, deixando-o completo, contando com descrição do projeto, como executá-lo (caso seja código), versionamento, como usá-lo etc. CONTRIBUTING.md Esse será um dos arquivos principais. É nele que você vai adicionar as orientações de como as pessoas podem contribuir com o seu projeto. E quanto mais completo, melhor será. Você pode incluir que a pessoa precisa, por exemplo, fazer um fork do projeto, criar uma branch para contribuição, colocar as regras de como nomear a branch, os commits, as pull requests, adicionar exemplos de contribuição, entre outras coisas que ajudam a padronizar e deixar o projeto mais organizado e recebendo contribuições relevantes. Se você já tem uma ideia de quais funcionalidades ou correções poderiam ser feitas no projeto, essa é uma boa forma de documentá-las. A comunidade pode escolher entre as issues disponíveis para desenvolvê-las. E, claro, as pessoas também podem criar novas issues para discussão da relevância da contribuição que a pessoa quer fazer. Assim, antes da pessoa ter todo o trabalho de fazer a alteração, vocês chegam num acordo se aquela alteração faz sentido ou não. CODE_OF_CONDUCT.md do projeto Pode ser legal ter um arquivo com o código de conduta, assim as pessoas sabem como contribuir da melhor forma para aquele projeto, entendendo quais são as regras. Basicamente, adicionando as orientações de se manter o respeito nas contribuições e nas discussões dessas contribuições, entre outras. E você, tem mais dicas de como deixar o projeto o mais amigável possível para as pessoas saberem como contribuir com ele? Deixe nos comentários a sua contribuição!  ( 7 min )
    How I Made an MCP Server That Saves Me an Hour per Week
    Recently, I’ve been travelling around the country to help engineers learn how to build MCP Servers and AI Agents serverlessly on Cloud Run in our Accelerate AI with Cloud Run workshops. Attendees often ask, how can I use what I learned in my use case? This blog tells the story of how I used the first hands-on lab from that workshop to build something that saves me time and effort in my real day-to-day work! As a co-host of the Kubernetes Podcast from Google, I love the conversations and learning about cool technology and use cases. But like with any content series, there’s so much time and effort that goes into running and publishing each episode. In this article, I explain how and why I built an MCP server to simplify and speed up our publishing process. You can also try out my solution y…  ( 14 min )
    Peter Finch Golf: I challenged a HEAD PRO at HIS OWN course... (Ep. 2 – Carlisle GC)
    Finch squared off against Carlisle GC’s head pro in a high-stakes £1,000 match for Episode 2, all backed by Titleist. Not only are they sponsoring the series, but they’re also supporting Carlisle’s junior section off the back of this showdown. Huge shout-out to Nicky and the whole Carlisle GC crew for hosting and making it such a blast. For the nitty-gritty on the course or Finch’s kit and apparel, check out the links to Titleist, Carlisle Golf Club, and Finch Golf Media—plus there’s a sweet discount if you’re looking to gear up. Watch on YouTube  ( 6 min )
    Meetup: Show Your Stack! TypeScript Community
    A meetup with a great audience and tons of high-quality content, that’s the best way to describe the last edition of Munich TypeScript: Show Your Stack, very well organized by Carl Assmann at Netlight. The idea from Carl for building the agenda was great, and I was happy to be part of it too. There were three talks in total: Building on a Budget, A NextJS Application powered by Free Tiers, Pascal Bawidamann End-to-end Effect, Sebastian Lorenz Micro frontend with Vite and Module Federation, Jhonatan Morais The topics were very rich, full of insights about how to use tools in smart ways. Pascal Bawidamann opened the event showing his Recipe App and how to save hundreds of $$$ in the early stages of your projects. Next came Sebastian Lorenz, introducing the powerful Effect library. It was my first time seeing it, and I was really impressed by everything it offers, error management, observability, pub/sub, caching, and more. I’ve been reading about it since then and definitely recommend you try it out. Finally, the last talk was mine :D I spoke about the initial micro frontend stack with Vite and how to take your first steps in this architecture, which can be really useful to organize your internal projects and products. You can check out my example repo if you want to see how I set everything up. After the talks, I got to chat with many participants who had questions about the topic. It was super productive, and for me, the main takeaway was to learn more about Effect, I think this tool has a lot of potential. That’s it, see you at the next event!  ( 6 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    In this Ringer podcast episode, Bill Simmons, Chris Ryan, and Van Lathan reunite to dissect Halloween II (1981), debating if Michael Myers earns GOAT-horror-villain status, spotlighting their most rewatchable scene, and hashing out fan-favorite categories—all neatly timestamped for easy listening. Along the way, the crew tips its hat to producers Craig Horlbeck, Ronak Nair, Chia Hao Tat, and Eduardo Ocampo, and slips in sponsor shout-outs for Mountain of Movies® on Paramount+, Netflix’s A House of Dynamite, and State Farm. Don’t forget to subscribe to The Ringer-verse and Bill Simmons channels for more deep dives. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins is back with a lighthearted takedown of Tim Burton’s Frankenweenie—pointing out every “sin” and quirk in under 14 minutes, complete with their classic jokes and pop-culture digs. Along the way, they drop links to their main site, Instagram, Discord, TikTok, Reddit and patreon.com/cinemasins, plus a quick poll to learn more about fans. Shout-out to writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel—and don’t forget to follow them on social for more movie mischief! Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less
    TL;DR CinemaSins just tore into Final Destination: Bloodlines—counting up every bit of “fun nonsense” in under 24 minutes. Expect snarky commentary, classic over-the-top deaths and plenty of “sins” to keep you chuckling through the chaos. They’re sponsored by BetterHelp (grab a discount at their link), and you’ll find plugs for all things CinemaSins: YouTube channels (@TVSins, @CommercialSins), a Linktree for updates, a quick poll to share your thoughts, Patreon support, Discord, Reddit, and social handles for the writers. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs In 24 Minutes Or Less CinemaSins takes on Nicolas Cage’s Longlegs with their trademark snark, counting up all the wild plot holes, bizarre character choices, and—yes—those extraordinarily long legs, all before the clock hits 24 minutes. They’re rolling out the sins just in time to hype Osgood Perkins’ next horror outing, Keeper. Want more sinful fun? Check out their Linktree for socials, take their poll, or back the team on Patreon. You’ll find them everywhere from Twitter and Instagram to Discord, Reddit, and TikTok. Watch on YouTube  ( 6 min )
    Why AI agents fail without a Data Layer
    AI agents can reason. They can plan, summarize, and even write SQL. But they can’t fix messy data. That gap between reasoning and reality is where most AI projects stall, not because the models don’t work, but because the data underneath them is too fragmented to think with. Every company wants to give their business users an AI assistant that can answer questions like: "Which campaigns drove the most revenue this quarter?" Or even more ambitious: "If we increase ad spend by 10% across platforms, what happens to conversion cost?" The problem isn’t the prompt. It’s that the model has to reason over conflicting definitions of “campaign,” multiple “revenue” columns, and data scattered across CRMs, ad tools, and spreadsheets. The result is confident answers that are wrong. Large lang…  ( 9 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Predator – Caravan of Garbage kicks off with the ram-slammed ’87 original starring Arnold Schwarzenegger, lauded as the pinnacle of ’80s action-sci-fi chaos: mud, muscles, lasers, explosions, invisibility cloaks and a perfectly designed alien hunter. The hosts geek out over the direction, writing, cast chemistry and creature effects that make this film an absolute blast. Beyond the review, they plug early access and bonus content on bigsandwich.co, an extended audio edition on YouTube, plus their social channels for tweets, merch, Patreon perks and more weekly planet madness. Watch on YouTube  ( 6 min )
    Inside the Transformer Architecture: The Core of Modern AI
    Inside the Transformer Architecture: The Core of Modern AI The Transformer architecture has revolutionized the field of Artificial Intelligence, becoming the foundation for state-of-the-art models in Natural Language Processing (NLP), Computer Vision, and beyond. This article delves into the core of this powerful architecture, exploring its purpose, key features, and providing a practical code example. Purpose: The primary purpose of the Transformer is to process sequences of data, such as text or images, while effectively capturing long-range dependencies. Unlike Recurrent Neural Networks (RNNs) which process data sequentially, Transformers utilize parallel processing, significantly improving training speed and scalability. This allows them to understand context and relationships betwee…  ( 8 min )
    Hugo: remove accents from anchors
    So I have this very specific need: removing accents from generated anchors with Hugo. To my knowledge, there is no accent in English, but other languages contain plenty of them. For example, in French, it gives: The problem is that if you use {{ .TableOfContents }} to generate a table of contents for your posts, anchors have to be exactly same as those generated in {{ .Content }}. Therefore, it's not possible to manually filter headings or override them in layouts. This global configuration seems effective: [markup] [markup.goldmark] [markup.goldmark.parser] autoHeadingIDType = 'github-ascii' This config is similar to the default autoHeadingIDType (github), but it removes non-ASCII characters. Now, I get:  ( 6 min )
    JavaScript - Things
    Introduction In this post, I want to share some JavaScript behaviors that often seem nonsensical at first, but actually reveal something about the language’s nature. Understanding them can help us avoid mistakes — and even take advantage of them. The following examples are inspired by the book Eloquent JavaScript and by the quiz on JS is Weird web's site. jsdata.wtf that shows unexpected, or not so much, behaviors of the Date object. So: true + false === 1 Boolean values are converted into their numeric counterparts: Number(true); // -> 1 Number(false); // -> 0 1 + 0; // -> 1 !!"" === false The double exclamation mark (double NOT) converts any value to its corresponding boolean, based on its truthiness or falsiness, just like the Boolean() function : !!""; // -> false ("" is falsy…  ( 8 min )
    Boosting Goose Performance on Windows — Real Benchmarks, Power Tweaks, and Results
    If you’ve downloaded Goose for Windows and launched it straight from goose.exe, you’ve probably noticed it runs smoothly — until your system starts feeling heavy. Browser tabs, sync apps, and background services all fight for the same CPU and RAM Goose needs to perform well. In this article, I’ll share my real-world performance optimization journey running Goose on a Windows laptop, including actual PowerShell benchmarks, configuration fixes, and verified results. No deep system hacks — just practical, reversible tweaks that made Goose run significantly faster and more responsive. Before tuning anything, I gathered raw system data to understand what was slowing Goose down. Here’s the baseline snapshot captured via PowerShell and Task Manager: Top Processes by CPU Usage OneDrive — 1118.29s …  ( 8 min )
    httprecon3: The Ultimate Stealthy Recon Tool for Bug Bounty Hunters and Pentesters
    Introducing httprecon3: The Ultimate Stealthy Recon Tool for Bug Bounty Hunters and Pentesters By l0n3ly! October 29, 2025 Cross-posted on DEV.to: https://dev.to/l0n3ly In the fast-evolving world of cybersecurity, reconnaissance remains the cornerstone of any successful penetration test or bug bounty hunt. Tools like Subfinder, Amass, or even basic wget crawlers have their place, but what if you could combine deep web crawling, secret detection, subdomain enumeration, screenshot capture, and AI-powered insights—all in a single, stealthy Python script? Enter httprecon3, a fresh open-source powerhouse that's set to streamline your recon workflow like never before. Launched today on GitHub by security researcher l0n3ly! (that's me—feel free to ping me on Discord at l0n3ly_natasha), httpr…  ( 8 min )
    Introduction to HTTP3. The future of web, with implementation in Rust Axum.
    HTTP/3 Complete Tutorial: From Theory to Implementation Introduction HTTP/3 is the third major version of the Hypertext Transfer Protocol, representing a fundamental shift in how web communication works. Unlike its predecessors, HTTP/3 runs over QUIC (Quick UDP Internet Connections) instead of TCP, offering significant performance improvements, especially in unreliable network conditions. Zero Round-Trip Time (0-RTT): Faster connection establishment Improved multiplexing: No head-of-line blocking at transport layer Better connection migration: Seamless network switching (WiFi to cellular) Built-in encryption: Mandatory TLS 1.3 Reduced latency: Especially noticeable on lossy networks timeline title HTTP Protocol Evolution 1991 : HTTP/0.9 - Simple one-line protocol 1…  ( 14 min )
    On-Prem Test Intra Tools: The Complete Guide to Self-Hosted Testing Platforms
    On-prem test intra tools are becoming essential for enterprises with strict compliance needs.As modern development teams embrace cloud-based CI/CD and automation pipelines, many organizations still face a hard reality — not everything can go to the cloud. Whether it’s data security, compliance, latency, or network isolation, many enterprises (especially in sectors like BFSI, defense, and telecom) need to run their testing environments inside their own infrastructure. That’s where on-prem test intra tools, a core part of self-hosted testing platforms that run entirely within your local network. This article lists the top categories and on-prem testing tools that support secure, scalable on-premises (intra-network) testing, helping you choose the right stack for secure, scalable, and complia…  ( 9 min )
    easy-query: A Modern, Type-Safe ORM for Java That Actually Makes Sense
    GitHub: https://github.com/dromara/easy-query Documentation: https://www.easy-query.com/easy-query-doc/en/ Let me show you a problem first. Here's how you query data with traditional Java ORMs: // JPA Criteria API - Runtime strings, no type safety CriteriaBuilder cb = em.getCriteriaBuilder(); CriteriaQuery cq = cb.createQuery(User.class); Root user = cq.from(User.class); cq.where(cb.and( cb.equal(user.get("name"), "John"), // String reference! cb.greaterThan(user.get("age"), 18) // Typo? Find out at runtime! )); What if I told you it could look like this instead? // easy-query - Compile-time safety, fluent API List users = easyEntityQuery.queryable(User.class) .where(user -> { user.name().eq("John"); // Full IntelliSense support user.age(…  ( 11 min )
    One of the most underrated skills to stand out as a coder:
    Learn To Talk to Non-Tech People in Your Team Cesar Aguirre ・ Dec 2 '24 #career #careerdevelopment #softwareengineering #beginners  ( 6 min )
    🚀 Introducing the ChatGPT Connection from Gadget
    You can now build, host, and ship full ChatGPT apps directly inside Gadget, no setup required. ✅ChatGPT Apps SDK integrated Go from idea → live app in hours. ChatGPT apps are a new kind of web app: they live directly inside ChatGPT, reaching 800M+ monthly users. No tabs, no redirects, no context switching. This is a huge opportunity for B2C and B2B app developers. But building one from scratch isn’t simple. Aside from the core functionality of your app, you need to build an MCP server, OAuth for user authentication, and set up frontend embedding in accordance with ChatGPT's API guidelines. This is a lot of setup and boilerplate work. Luckily, Gadget’s new template takes care of all of that for you. Connecting your Gadget app to ChatGPT literally takes 10 seconds: You copy/paste your App URL directly into ChatGPT You authenticate yourself as a user using the email/password or Google SSO authentication options that the template has built in You’re fully set up and ready to customize your app 🎥 (Video demos coming soon — including the connection flow, HMR preview, and example apps.) The ChatGPT ecosystem is still young, but the opportunity is enormous. Gadget gives developers a way to explore it without friction. Build faster, ship faster, and reach users where they already are. 👉 Start building today: https://gadget.new https://gadget.dev/blog/build-chatgpt-apps  ( 6 min )
    CVE-2022-22947: VMware Spring Cloud Gateway Code Injection Vulnerability
    CVE ID CVE-2022-22947 VMware Spring Cloud Gateway Code Injection Vulnerability Project: VMware Product: Spring Cloud Gateway Date Date Added: 2022-05-16 Due Date: 2022-06-06 Spring Cloud Gateway applications are vulnerable to a code injection attack when the Gateway Actuator endpoint is enabled, exposed and unsecured. Unknown Apply updates per vendor instructions. https://nvd.nist.gov/vuln/detail/CVE-2022-22947 Experts Reports Sharp Increase in Automated Botnet Attacks Targeting PHP Servers and IoT Devices Common Vulnerabilities & Exposures (CVE) List  ( 6 min )
    Yet another router and a state management lib
    I totally understand why people keep looking for new approaches to routing and state management in React. Apparently, these tasks can be solved in multiple ways focusing on different aspects, which is fine. But among the several common solutions (and several less common ones), I can't find a direct approach following the common patterns, which leaves me with the questions at the basickest level: Can routing be as simple as regular conditional rendering, which route-based rendering essentially is? Can route-based rendering be the same with components and prop values? Again, like conditional rendering. Unlike having a separate file, a config, or a component to render an app component based on a route, but going for a route matching hook to render a prop value based on the route. Do we really need a custom component API, while there's an all-familiar HTML API? Is it inevitable that local and shared state being conceptually similar things are handled so differently, requiring significant refactors to migrate from one to the other even with the slimmest state management libs? With these questions having lingered for a while, I came up with a couple of small packages for React apps in an attempt to address these questions and to make a case for the direct approach: t8.js.org Along the way I came up with a router for vanilla TS/JS, too. Let me know what you think of this.  ( 6 min )
    easy-query: The Entity Framework Core for Java Developers
    GitHub: easy-query | Stars: 687+ | License: Apache 2.0 Documentation: Official Docs If you've used Entity Framework Core in .NET and wish Java had something similar, easy-query might be what you're looking for. It's a type-safe, strongly-typed ORM that brings the best of EF Core's API design to the Java ecosystem. Let's be honest - while JPA/Hibernate is powerful, it has some pain points: // Traditional JPA/Hibernate CriteriaBuilder cb = em.getCriteriaBuilder(); CriteriaQuery cq = cb.createQuery(User.class); Root user = cq.from(User.class); cq.select(user) .where(cb.and( cb.equal(user.get("name"), "John"), cb.greaterThan(user.get("age"), 18) )); List results = em.createQuery(cq).getResultList(); Issues: ❌ String-based field references ("name", "age") - no co…  ( 11 min )
    Hopefully releasing a new Forem app with lots of little fixes in the next couple days
    A post by Ben Halpern  ( 6 min )
    No Laying Up Podcast: The Booth Vol.23 | Trap Draw, Ep 365
    The Booth Vol.23 | Trap Draw, Ep 365 TL;DR Cody and Neil kick off this episode by swapping mea culpas (and asking the audience for theirs), then dive into Neil’s big move to the suburbs, the eternal hardware-store showdown, their current watchlists, and the wild world of social-media feedback. They also celebrate Neil’s recent panel appearance at Columbia and drop a few more surprises along the way. They round things out by championing the Evans Scholars Foundation, shouting out sponsors like ServPro, Rhoback, and Stone Creek Coffee, and plugging the No Laying Up Newsletter, YouTube channel, and The Nest membership—your all-access pass to fewer ads, exclusive content, pro-shop discounts, and an annual gift. Watch on YouTube  ( 6 min )
    Unveiling Hidden Patterns: Understanding Exploratory Factor Analysis in R
    In every dataset, whether from surveys, financial models, or customer behavior studies, there are underlying forces shaping how variables behave. Often, these patterns are not directly visible. For example, in a demographic survey, people with similar lifestyles or life stages tend to respond in comparable ways — but the real reason behind this similarity is not always obvious. Married individuals might spend differently than singles, and parents might prioritize expenses differently from couples without children. What drives these behaviors could be a mix of income, education, locality, and other socio-economic factors. This hidden interplay of variables is exactly what Exploratory Factor Analysis (EFA) seeks to uncover. Instead of looking at each question or metric in isolation, EFA help…  ( 10 min )
    Why JWT login breaks in WooCommerce — and how to fix it cleanly
    When integrating an external frontend (in my case, an Angular SaaS app) with a WooCommerce webshop, I hit a surprisingly common wall: JWT authentication just didn’t work across domains. Cookies were rejected, sessions lost, and SameSite=None turned into a silent killer of cross-domain checkout flows. Even worse, WordPress refused to authenticate inside an iframe, breaking payment links and embedded logins. WordPress and modern SPAs (Angular, React, Vue, etc.) live in different worlds: Different domains Different cookie scopes Different CORS / SameSite rules Standard JWT or SSO plugins for WordPress usually fail here because: They rely on wp_set_auth_cookie, which respects SAMEORIGIN by default They don’t allow SameSite=None; Secure cookies They assume same-domain requests So, even…  ( 7 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan Bill Simmons, Chris Ryan, and Van Lathan reunite to rewatch John Carpenter’s 1981 sequel, Halloween II, starring Jamie Lee Curtis and Donald Pleasence. They dive into whether Michael Myers deserves GOAT status in the horror world, debate the film’s most rewatchable moments, and hand out quirky award categories that only true slasher fans would appreciate. Timestamps: • 00:00 Cold Open • 1:41 Is Michael Myers the GOAT Horror Movie Villain? • 33:13 Most Rewatchable Scene • 55:51 The Categories Brought to you by Paramount+ (“A Mountain of Movies®”), Netflix’s “A House of Dynamite” (Oct 24), and State Farm. Follow The Ringer for more film takes! Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less
    Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less CinemaSins delivers their trademark rapid‐fire sin tally of Final Destination: Bloodlines, poking fun at the movie’s “fun nonsense” while still admiring the franchise’s twisted logic. It’s sponsored by BetterHelp, and along the way they shout out their website, YouTube channels, Discord, Reddit, Instagram, TikTok, a sinful poll, Patreon support, plus writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, and Daniel. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs is CinemaSins’ latest roast of Nicolas Cage’s wild turn in the horror flick Longlegs, clocking in at just under 24 minutes of “sins” while teasing Osgood Perkins’ upcoming Keeper. Expect snarky commentary on those impossibly long legs and Cage’s signature on-screen insanity. Don’t forget to swing by cinemasins.com or their Linktree for more videos, join the sinful poll, and support the team on Patreon. You can also catch them on YouTube (@TVSins, @commercialsins, @CinemaSinsPodcastNetwork), Discord, Reddit, Instagram, TikTok—and dive into Jeremy’s book if you’re really into movie sins. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Predator – Caravan of Garbage kicks off a four-week deep dive into the first four Predator films, starting with the 1987 Arnold Schwarzenegger classic. The hosts hype it as the ultimate 80s mash-up of big muscles, mud, lasers and cheeky invisibility shenanigans, celebrating its perfect storm of direction, writing, cast chemistry and creature design. If you’re hungry for more behind-the-scenes chatter, early video drops, bonus podcasts, movie commentaries and video-game let’s-plays, they’ve got you covered through their Big Sandwich membership, Patreon perks and weekly Planet podcast—plus a stash of merch and social-media hijinks for die-hard PredHeads. Watch on YouTube  ( 6 min )
    From 10 Lines to 100 Retries: Building a Git Clone Function That Doesn't Quit
    The Evolution of a Clone Function: A Journey in Developer Experience As developers, we spend a significant portion of our day performing repetitive tasks. One of the most common? Cloning repositories. While git clone works perfectly fine, there's always room to improve our workflows. This article chronicles the evolution of a custom clone function—a shell utility that started simple and grew more sophisticated as real-world needs emerged. This isn't just a story about shell scripting. It's a case study in iterative development, user experience design, and the engineering mindset of continuously improving our tools. Before we dive into the code, let's understand the problem. When working with GitHub repositories, developers typically: Copy a repository URL from GitHub Open their terminal …  ( 12 min )
    Υλοποίηση controllers και προσθήκη jwt και swagger
    Αφού ολοκληρώσαμε τον σχεδιασμό της αρχιτεκτονικής, στο άρθρο Εισαγωγή στο Clean Architecture το σύστημα είναι έτοιμο να δεχτεί τα πρώτα του αιτήματα. Το Clean Architecture solution μας έχει σαφώς διαχωρισμένα layers: το Domain layer ορίζει τις οντότητες και τα interfaces των repositories, το Application layer διαχειρίζεται την επιχειρησιακή λογική μέσω services και DTOs, ενώ το Infrastructure layer υλοποιεί τις βάσεις δεδομένων και την πρόσβαση στα δεδομένα μέσω Entity Framework. Τώρα, το επόμενο βήμα είναι η δημιουργία του Presentation layer, δηλαδή του API, το οποίο θα λειτουργεί ως η “εισόδος” για τον έξω κόσμο, είτε αυτός είναι ένας front-end client είτε εργαλεία δοκιμής όπως το Postman ή το Swagger. Στο Presentation layer, οι controllers είναι υπεύθυνοι να μεταφράζουν τα αιτήματα HTT…  ( 7 min )
    🔥Top 7 Open-Source CLI Tools
    Hey Devs👋 In this article, I’ll be sharing some of the most powerful and developer-friendly CLI tools which are completely open-source! ✨Open-source projects rely on community support 🙏, so consider exploring these projects and giving star to these repositories to contribute to their growth.🙂 Now, Let's get started🚀 1. Qodo Command Qodo Gen Command is a command-line interface for running and managing AI agents. It allows you to automate complex workflows, interact with AI models and external tools using your own tools and schemas, and serve AI agents as HTTP services, all from your terminal. You can use it to: Talk to an agent in natural language directly in your terminal (qodo chat), exactly like with Qodo Gen Chat. Configure your own agent and define reusable workflows (qodo <co…  ( 10 min )
    Building Effective Prompts and Workflows for Code Review with goose
    Code review is one of the most valuable and time-consuming activities in software development. Done well, it catches bugs, spreads knowledge, and maintains code quality. Done poorly, it becomes a bottleneck that slows delivery and frustrates teams. Enter goose, Block's open source AI agent that can transform how you approach code review. This guide will show you how to build effective prompts and workflows that leverage goose to enhance your code review process while maintaining the human judgment that makes reviews valuable. New to goose prompting? Check out Best Practices for Prompt Engineering with goose to master the fundamentals before diving into these code review-specific techniques. Before diving into prompts and workflows, let's understand what makes goose uniquely suited for code…  ( 26 min )
    JPlus – (Intellij Plugin Demo) Bringing Modern Language Features to Java Without Leaving Java
    In this article + demo video, I introduce JPlus, a Java superset that runs on the JVM and extends Java’s syntax naturally. If you’ve ever wished Java had null safety, concise data classes, or type inference — JPlus aims to provide all of that, while staying 100% compatible with Java. 🎥 Watch the IntelliJ plugin demo 🔑 Key highlights Null safety at the language level apply syntax for boilerplate elimination Fully interoperable with Java Compiles to Java bytecode Check out the project and join the discussion on GitHub: https://github.com/nieuwmijnleven/JPlus  ( 6 min )
    The Hidden Monopolies That Could Break the Tech World
    Ever wonder why your new iPhone or laptop feels like magic? It's all thanks to tiny semiconductor chips that power basically everything in our modern world. But here's the scary part: the entire global chip industry is built on a house of cards, with just a handful of companies controlling the most critical pieces. One disruption, and the whole thing could come tumbling down. Let me walk you through the most fragile supply chain in the world. There's a Dutch company called ASML that literally has a 100% monopoly on the machines needed to make the world's most advanced chips. We're talking about the chips in your iPhone 16, the latest AI systems, and even the processors in cutting-edge data centers.​ ASML EUV lithography machine operated by technicians in a cleanroom environment during sem…  ( 9 min )
    What is Compiler?
    A computer is a special program that converts source code into machine code(0s and 1s ) and that the computer can understand and execute. Process: 1.Lexical Analysis : Breaks code into small tokens 2.Syntax Analysis : Check if the code follows the rules 3.Sematic Analysis : Ensure the meaning is correct(variable used properly) 4.Optimization : Improve code efficiency and performance 5.Code Conversion : machine language to Assembly language 6.Code Linking : Combines all files library/files into a final executable program. Java - JAVAC C,C++ - GCC (GNC collection compiler)  ( 6 min )
    Weekly Update #15
    Hello everyone! created another project and did all the usual stuff before getting to the new things this time i used delta time for movement which makes it independent from frame rate which i think is quite nice also in this project i decided to work with animations and see how they are in sfml precompiled headers were a thing, helps with the speed of loading the project and testing it also learned that when using delta time speed is SO SLOW cause it's pixels/sec so i had to give it a bigger number like 400 or sth also using int rect and chopping down the sprite sheet into small parts i was able to play each sprite frame by frame to get animations! so far only wrote for idle and walking animations next up would be implementing physics like gravity and speed and etc after that i should go back to the animations and write for the jumping and falling animations as well using the physics i made previously after these... i'm not sure what would follow in all honesty, i'll think of it when i get there i suppose That's all for this week, I hope you all are safe and sound. Stay healthy, stay lovely, and I'll see you all again next week!  ( 6 min )
    How I Generated $600k From My First 5 Clients With Content
    A repeatable system that turned key prospects into steady revenue without ads, referrals, or unnecessary hustle. When I started consulting full-time, I didn’t have a safety net. No warm network to tap. No audience waiting to buy. Just experience, a laptop, and the challenge of figuring out how to get clients without spending my time chasing them. I knew I didn’t want to build a business around referrals or cold outreach. That kind of growth isn’t dependable. I wanted something repeatable, a system that worked even when I wasn’t actively selling. What follows is the exact approach I used to turn content into a client engine. It’s how I landed my first five clients, built over $600,000 in revenue, and created a model that still brings in new business today. Starting Without a Safety Net Whe…  ( 9 min )
    Creación de un entorno de pruebas para frontend: React, TypeScript y Vitest ⚛️
    Índice Introducción Creación de proyecto Instalacion y configuracion para testing básico Instalacion y configuracion para testing avanzado Consideraciones finales Conclusiones Referencias 1. Introducción El presente post es un ejemplo práctico de cómo crear y configurar un entorno de testing para frontend usando React, Vitest y TypeScript. El post no se enfoca en el uso de ninguna de estas tecnologías ni brinda ejemplos de testing, sólo se concentra en enseñar la creación de un ambiente de pruebas propicio y listo para usar. Dicho eso, comencemos. 2. Creación de proyecto El proyecto lo creamos con Vite, React + SWC y TypeScript haciendo uso de pnpm como gestor de dependencias. Posteriormente hacemos una limpieza del proyecto creado borrando archivos que no nos servirán para est…  ( 9 min )
    SQL vs. NoSQL: Choosing a Database Is Like Finding a Partner — Compatibility Matters Most
    Developers often ask themselves a few eternal questions: “Is PHP really the best language?” “Vim or Emacs?” And, of course — “Should my project use SQL or NoSQL?” This question might seem small, but it can make or break your project. Choose wisely, and development flows smoothly, data stays consistent, and life is good. Choose poorly, and you might end up working late nights fixing schema issues or performance bottlenecks — questioning your life choices. It’s a bit like dating — there’s no perfect partner, only the right one for you. SQL databases — the relational kind — are the orderly perfectionists of the data world. Everything fits neatly into tables with rows and columns. No chaos allowed. Famous examples include MySQL, PostgreSQL, and MariaDB. Before you start, you must def…  ( 8 min )
    Looking for a Patner
    About me: Role Overview: What You’ll Do: You Should Have: 💰 Payment & Growth: Why This Is Awesome: ✨ If this sounds like you, we’d love to hear from you!  ( 6 min )
    Easily Convert PDF to HTML in PHP (Tutorial)
    In this article, I’ll show you how I use our BuildVu library to convert PDF files into HTML. As a developer, I’ve found BuildVu to be the best tool for turning PDFs into clean, browser-friendly HTML content. If you want to learn more about the PDF format or why converting PDF to HTML is so beneficial, I’ve also linked some detailed articles that explain these topics. PHP is widely used for building dynamic websites, and converting PDFs to HTML allows developers to display PDF content directly within a browser. Efficient PDF to HTML conversion allows PHP developers to automate workflows such as invoice generation, report display, and content extraction. Although the services can be accessed with standard HTTP requests, this tutorial uses our open-source PHP IDRCloudClient, which offers a st…  ( 7 min )
    Rethinking Security Resilience And Getting Back To Basics At CornCon 11
    The first railroad bridge to span the Mississippi River was built between Davenport, IA, and Rock Island, IL in 1856. It burned down just 15 days later. It was the victim of a steamboat collision stemming from a simmering conflict between rival modes of commerce. In hindsight, this disaster wasn't a structural failure; it was a breakdown in communication and a clash of trust boundaries. Like that doomed bridge, many of our cybersecurity defenses are one misalignment away from collapse. Fixing those issues and making our systems more resilient was very top of mind for everyone who gathered in Davenport for CornCon 11.  Over 400 security practitioners gathered to take part in this three-day event that featured over 50 sessions from more than 70 subject matter experts, 4 workshops, and a capt…  ( 11 min )
    Breaking Barriers: Understanding and Improving HIV Prevention Pill Use in Kenya.
    Introduction. Kenya has made tremendous strides in making HIV preventive pills (often referred to as DP pills or PrEP) freely available across public and private clinics. Despite this accessibility, uptake and long-term adherence remain a pressing concern. While many individuals take the first dose, a significant number discontinue soon after the initial month. This report explores behavioral patterns behind these trends and suggests targeted interventions to boost continuation rates and overall effectiveness of the HIV prevention program. Who Is Using HIV Prevention Pills? The majority of those who received the pills were young women, particularly in their teens to early thirties. This age group represents Kenya’s most sexually active demographic and therefore plays …  ( 7 min )
    FizzBuzz
    import java.util.ArrayList; import java.util.List; public class FizzBuzz { public static void main(String[] args) { FizzBuzz fizzBuzz = new FizzBuzz(); List result = fizzBuzz.fizzBuzz(15); System.out.println(result); } public List fizzBuzz(int n) { List result = new ArrayList(); for (int i=1; i<=n; i++) { if (i % 3 == 0 && i % 5 == 0) { result.add("FizzBuzz"); } else if (i % 3 == 0) { result.add("Fizz"); } else if (i % 5 == 0) { result.add("Buzz"); } else { result.add(i + ""); } } return result; } }  ( 6 min )
    My Frontend Portfolio - 5 Projects Journey
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    Code Review Best Practices: When (and When Not) to Use "Request Changes"
    A code review is meant to help teams write better code together. But when reviewers misuse the “Request Changes” button, it turns a learning process into a power move, and code reviews aren’t about control, they’re about collaboration. When you open a pull request, you’re saying "Hey, here’s my idea — what do you think?". You’re open to feedback (and hopefully expecting it). That’s how teams grow together and keep their codebase healthy. The Real Purpose of Code Reviews At their core, code reviews serve two simple principles: Write code for people, not machines. Your teammates should be able to understand your code without decoding your brain. Share knowledge and align understanding. Every review is a chance to spread context — not just spot mistakes. If your review doesn’t move the team…  ( 7 min )
    No Laying Up Podcast: The Booth Vol.23 | Trap Draw, Ep 365
    Cody and Neil kick off The Booth Vol.23 with some honest mea culpas (and ask the audience to share theirs), then dive into Neil’s big move to the suburbs, their surprisingly fierce hardware-store loyalties, binge-worthy shows they’re watching, and how to handle content feedback on social media. Plus, Neil spills the details from his panel appearance at Columbia. They also rally behind the Evans Scholars Foundation and give shout-outs to sponsors ServPro, Rhoback, and Stone Creek Coffee. If you’re loving the episode, they’ve got the No Laying Up Newsletter, YouTube channel, and The Nest membership for more golf goodness and perks. Watch on YouTube  ( 6 min )
    Jeff Su: The Productivity System I Taught to 6,642 Googlers
    The Productivity System I Taught to 6,642 Googlers Jeff Su’s CORE workflow is a four-step playbook (Capture, Organize, Review, Engage) that he’s rolled out to over 6,600 Googlers. It works with any tool, kicks in after just two weeks, and frees you from relying on memory or willpower alone. He walks you through the basics, shows it in action, breaks down why it works, and recaps everything in handy timestamps. Plus, he’s packed the description with links to his newsletter, favorite templates, The Workspace Academy, Notion command center, gear recs, and more so you can build a powerful workflow today. Watch on YouTube  ( 6 min )
    Agile Seaway: Το Scrum μέσα από τη Θάλασσα
    Ένα ταξίδι ιστορίας μέσα από το Scrum, όπου ένα καράβι και το πλήρωμά του μαθαίνουν Agile αρχές, Sprint με Sprint, για να φτάσουν στο Νησί της Καινοτομίας. Σκοπός: Παρουσίαση του Scrum και Agile concepts με έναν αφηγηματικό, παραστατικό τρόπο. Γνωρίστε τους χαρακτήρες: Καπετάνιος (Scrum Master) – διασφαλίζει τη ροή, αφαιρεί εμπόδια Χαρτογράφος / Προϊστάμενος Προϊόντος (Product Owner) – ορίζει το Product Goal Ναύτες / Πλήρωμα (Developers) – εκτελούν εργασίες, παραδίδουν αξία Στήσιμο ιστορίας: Το Agile Seaway ταξιδεύει προς το Νησί της Καινοτομίας Μεταφορά: κάθε Sprint = ένα τμήμα του ταξιδιού Κεντρικές έννοιες Scrum που εισάγονται: Product Goal, Sprint, Roles, Increment, Backlog Ιστορία: Το πλήρωμα ετοιμάζεται για το πρώτο 15ήμερο ταξίδι Sprint Planning στο κατάστρωμα: καθορισμός πρώτου Spr…  ( 7 min )
    Enthusiast: The Open-Source Toolkit for Building RAG-Powered AI Agents for E-Commerce Workflows
    When people talk about AI in e-commerce, the conversation often starts and ends with chatbots. Even then, these chatbots are usually built on shaky foundations: they deliver answers that feel generic, break whenever a prompt is worded differently, or fail outright if the underlying data isn’t structured correctly.  The cracks only widen when your catalog involves complex product descriptions or categorizations, and a simple change to your catalog can often break these chatbots and internal training decks. Yet most retail problems go far beyond answering a few customer questions.  Modern e-commerce teams juggle many moving parts: growing product catalogs, marketing campaigns, customer inquiries, and product knowledge scattered across tools, spreadsheets, PDFs, and support docs. The promise …  ( 9 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    Everything Wrong With Longlegs in 24 Minutes (Or Less) CinemaSins tears into Nicolas Cage’s over-the-top performance in Longlegs, ticking off every plot hole, cringe line and “sin” in under 24 minutes. As a bonus, they tease director Osgood Perkins’s upcoming thriller Keeper and remind you that yes, those legs really are long. Along the way, they shout out their poll (iter.ly/lvr9d), Patreon, Discord, Reddit and all your favorite social handles—plus credit the crack team of writers behind the mayhem. Watch on YouTube  ( 6 min )
    I built a mockup API .. cause I was bored. It can mimic any API.. and it can help you build even if you dont have access to your API yet (as long as you have the documentation for it) https://stubbr.dev
    stubbr.dev  ( 6 min )
    ParaSwap Security — How the Protocol Keeps Users and Liquidity Safe (2025)
    Security has become the defining challenge of the decentralized finance (DeFi) era. As billions of dollars move through smart contracts, the demand for transparent, verifiable, and tamper-resistant infrastructure grows stronger. ParaSwap stands out as one of the few DeFi aggregators that not only prioritize user experience but also implement a comprehensive, multi-layered security model. This article explores how ParaSwap secures its users, audits its contracts, and protects liquidity from potential vulnerabilities in 2025. The DeFi space operates without intermediaries, meaning users interact directly with blockchain protocols through smart contracts. While this model ensures transparency and control, it also introduces new risks: code exploits, fake tokens, phishing, and governance at…  ( 9 min )
    When Terraform Taught Me a Version Lesson, Not a Python One
    You know those moments in DevOps where everything looks fine until it just… isn’t? I was spinning up a new project in Azure that needed the same Terraform setup as one of my older deployments. terraform apply. All was well until one small line decided to ruin my day. In this project, I wanted to run Python 3.12 as my App Service runtime. Python 3.11, so I just updated the version like this: site_config { python_version = "3.12" } Simple change, right? The deployment failed with a strange message saying “Python 3.12 is not available for your system setup.” That threw me off because when I checked the Azure Portal, the 3.12 runtime was clearly listed. At first, I suspected maybe my App Service Plan or region didn’t support it. Then it hit me: What if it’s not Azure… but Terraform? I checked the docs for my AzureRM provider version it was 3.75. provider version 4.x. Boom 💡 Terraform wasn’t the problem my Terraform provider was outdated and didn’t even know Python 3.12 existed yet. I updated my Terraform block to use the newer provider: terraform { required_providers { azurerm = { source = "hashicorp/azurerm" version = "~> 4.0" } } } Ran terraform init -upgrade, then terraform apply again… That day, Terraform taught me something subtle but important: Sometimes it’s not your code that’s outdated it’s the tool that talks to the cloud. In this case, my HCL configuration was fine. language barrier between Terraform and Azure fixed instantly by updating the provider version. When you hit strange errors like: “Resource not available” “Invalid attribute” “Value not supported” …even though the cloud UI says otherwise, check your provider version first. That small hiccup reminded me that DevOps isn’t just about writing perfect code. And honestly, sometimes, a failed deployment teaches you more than a smooth one ever could.  ( 7 min )
    How Wallet-as-a-Service Can Save Your Crypto Startup from Infrastructure Headaches
    When you’re launching a crypto startup, the excitement of building something new is only matched by the number of decisions you need to make. From user onboarding to compliance, to ensuring that your platform can handle complex transactions - there's a lot on your plate. One of the most critical yet often overlooked aspects of running a crypto platform is the infrastructure. Sure, it's easy to get excited about tokenomics and partnerships, but when it comes to building a wallet system, things can get complicated. And that's where Wallet-as-a-Service (WaaS) comes in to save the day. Wallet-as-a-Service is, quite simply, a ready-made infrastructure solution that provides businesses with the tools they need to integrate a wallet system into their crypto platform without building it from scrat…  ( 8 min )
    My First Responsive Website – Built with HTML & CSS
    Hello Dev Community 👋 I’m Zonish Zahid, a frontend developer passionate about clean and creative web design. ✨ Features: This project helped me improve my skills in CSS Flexbox, media queries, and layout optimization. I’m continuously learning JavaScript and UI/UX design to make my websites even more interactive. 💬 I’d love your feedback — what do you think of my design approach? Let’s connect and grow together! 🚀  ( 6 min )
    How to Stop Your AI from Making Things Up: A Guide to Grounding LLM Responses in Data
    Imagine this scenario: You've just bought a new smart plug, and you're excited to integrate it with your Bosch Smart Home system. Instead of digging through the manual, you decide to ask your friendly AI chatbot for help. "Can I add my TP-Link smart plug to the Bosch Smart Home system?" you ask. The AI confidently responds: "Yes! Here's how to do it: First, open the Bosch Smart Home app and navigate to Settings. Then tap 'Add Device' and select 'Third-Party Integrations.' Choose 'TP-Link' from the list, enter your TP-Link credentials, and your smart plug will appear in your device list within minutes!" Excited, you follow these steps... only to find that none of these options exist in your app. There's no "Third-Party Integrations" menu. The TP-Link option isn't anywhere to be found. You'v…  ( 10 min )
    What’s the best way to test and secure a blockchain solution before launch?
    Blockchain technology has changed how businesses manage trust, data, and transactions. It brings transparency, security, and decentralization. These qualities build confidence among customers and investors. But no blockchain solution should go live without proper testing and security checks. Testing confirms that everything works. Security protects the system from risks. Together they form the base for long-term success. For start ups, these steps turn an idea into a stable, trusted product. Start with a Detailed Testing Plan Good testing begins with planning. A testing plan defines what to test, who handles each part, and how success is measured. In blockchain projects, this means checking smart contracts, data flow, transaction logic, and permissions. Each part must work alone and as par…  ( 8 min )
    🧠 Mastering Data Structures in Java — Part 6: HashSet
    🔍 What Is a HashSet? A HashSet is a collection in Java that stores unique elements — no duplicates allowed. Think of it like a bag of unique cards 🎴 — if you try to add the same card again, it just ignores it. ⚙️ Quick Example import java.util.HashSet; public class HashSetExample { public static void main(String[] args) { HashSet countries = new HashSet(); countries.add("Japan"); countries.add("Canada"); countries.add("Japan"); // duplicate ignored System.out.println(countries); // [Japan, Canada] System.out.println("Contains Canada? " + countries.contains("Canada")); // true } } ✅ Output: [Japan, Canada] Contains Canada? true 🧠 Notice how “Japan” appears only once — HashSet automatically handles duplicates. ⚙️ How …  ( 8 min )
    HNG stage 2 task, we go harder
    A post by Ujunwa Osigwe  ( 5 min )
    Wix vs Shopify: Which is the Best Platform for Your Online Store?
    In the digital age, establishing an online presence is imperative for businesses of all sizes. Two of the most popular platforms for creating websites and online stores are Wix and Shopify. Although both platforms offer unique features and advantages, they serve different purposes and audiences. This article will provide a comprehensive comparison of Wix and Shopify, helping you determine which platform is the best fit for your needs. Wix is a website builder that allows users to create stunning websites without needing coding skills. It's known for its user-friendly drag-and-drop interface, which enables users to customize their site with ease. Wix offers a variety of templates and applications, making it suitable for different types of websites, including portfolios, blogs, and business …  ( 8 min )
    🏆 Agile FC: Το Scrum μέσα από το Ποδόσφαιρ
    Περιληπτικά Μια ποδοσφαιρική ομάδα εφαρμόζει Scrum για να φτάσει στον τελικό του Κυπέλλου, με κάθε Sprint να είναι μια προπονητική περίοδος και κάθε Increment μια βελτίωση στην απόδοση. Σκοπός: Παρουσίαση του Scrum μέσα από την ιστορία μιας ομάδας που δουλεύει με Agile αρχές για να κατακτήσει το Κύπελλο. Χαρακτήρες: Προπονητής (Scrum Master): αφαιρεί εμπόδια, καθοδηγεί την ομάδα Τεχνικός Διευθυντής (Product Owner): ορίζει το μακροπρόθεσμο στόχο (π.χ. κατάκτηση Κυπέλλου), προτεραιοποιεί τις βελτιώσεις Παίκτες (Developers): εκτελούν τις προπονήσεις, εφαρμόζουν τακτικές, βελτιώνουν την απόδοση Μεταφορά: Ιστορία: Η ομάδα ξεκινά την προετοιμασία για την αγωνιστική σεζόν. Ο Τεχνικός Διευθυντής θέτει ως στόχο την κατάκτηση του Κυπέλλου. Ο Προπονητής οργανώνει το πρώτο Sprint Planning: καθορίζεται το Sprint Goal (π.χ. βελτίωση φυσικής κατάστασης), δημιουργείται το Sprint Backlog με τις προπονήσεις. Έννοιες Scrum: • Sprint Planning Story Beats: • Ο Προπονητής εξηγεί τους κανόνες και αφαιρεί εμπόδια (π.χ. τραυματισμοί) Κεφάλαιο 2 – Η Συνεργασία στο Γήπεδο (Sprint 2) Ιστορία: Έννοιες Scrum: • Cross-functional teamwork Story Beats: • Η ομάδα οργανώνει τακτικές επικοινωνίας στο γήπεδο Ιστορία: Έννοιες Scrum: Story Beats: Ιστορία: Έννοιες Scrum: Έννοιες Scrum: Σκοπός: Story Beats: nikosst  ( 7 min )
    Day 4: Learning JavaScript by Step By Step
    Intro to JS var: Scope: var declarations are function-scoped or globally-scoped. This means a variable declared with var is accessible throughout the entire function it's declared in, or globally if declared outside any function. Hoisting: var declarations are hoisted, meaning their declarations are moved to the top of their containing scope during compilation. However, their assignments are not hoisted. This can lead to unexpected behavior if you try to use a var variable before its assignment. Reassignment and Redeclaration: var variables can be reassigned and redeclared within the same scope without error. let: Scope: let declarations are block-scoped. This means a variable declared with let is only accessible within the block (e.g., if statement, for loop, or any {} block) where it's…  ( 19 min )
    My PGConf EU 2026 experience
    Last week marked the 2025 edition of PGConf EU. I had many roles, and I'm excited to let you know that I have almost recovered from a very busy week. Below are my very personal highlights. There was the PostgreSQL Women Breakfast at PGConf.EU 2025, organized by Priyanka Chatterjee and Teresa Lopes, and supported by the PostgreSQL Europe Diversity Committee. An initiative very much appreciated by all who joined. October 21, Karen Jex (Crunchy Data / Snowflake) and I talked about accessibility and the Hidden Disabilities Sunflower program at the Community Organizers Conf the day before PGConf EU. I tried to summarize what we discussed in this blog. Karen and I, and Boriss Mejias and Jimmy Angelakos, also did a panel on mental health and neurodiversity in the open source community and at w…  ( 8 min )
    How to work with other Postgres people (panel on neurodiversity)
    At PGConf EU last week I was part of a panel on mental health and neurodiversity in the open source community and at work. I'll try and summarize the discussion here. We were all quite moved by the audience participation during the panel. People shared personal stories and the ways they get their best work done. We're trying to get their stories summarized so those can be shared too, as we've opted to remove them from the recording to protect people's privacy. EDB colleague, PGDay Lowlands co-organizer, and my close friend Boriss Mejias took on the role of host for the panel. Jimmy Angelakos, Staff Software Engineer at pgEdge, has been part of the PostgreSQL community for over 15 years and open source community for over 25 years. He's a member of the PostgreSQL Europe Diversity committee…  ( 10 min )
    2 Sides Of The Argument
    As one warrior once said: I’d just like to interject for a moment. What you’re refering to as Linux, is in fact, GNU/Linux, or as I’ve recently taken to calling it, GNU plus Linux. Linux is not an operating system unto itself, but rather another free component of a fully functioning GNU system made useful by the GNU corelibs, shell utilities and vital system components comprising a full OS as defined by POSIX. Meanwhile, somewhere deep in a mailing list from 1999, another warrior prepares his response. He adjusts his glasses, cracks his knuckles, and begins typing furiously. The room smells faintly of old ThinkPads and righteous indignation. The battle lines are drawn — and thus begins the counterattack. No, Richard, it's 'Linux', not 'GNU/Linux'. The most important contributions that the …  ( 9 min )
    Why You Should Consider Shopify with Wix for Your Online Store
    In the ever-evolving world of e-commerce, businesses are often faced with the challenge of choosing the right platforms to build their online presence. Two popular names in this domain are Shopify and Wix. Each offers unique features and capabilities, making them well-suited for different types of businesses. This article explores how these platforms can work together, their individual strengths, and how to integrate them for a seamless online shopping experience. Shopify is a leading e-commerce platform that allows businesses to create their own online stores. It is known for its powerful features tailored specifically for e-commerce, including: Customizable Storefronts: Over 70 professional templates. Payment Processing: Integrated payment gateways for ease of transactions. Inventory Man…  ( 8 min )
    Unleash AI Performance: How Chiplets and Smart Networks Are Democratizing Custom Silicon by Arvind Sundararajan
    Unleash AI Performance: How Chiplets and Smart Networks Are Democratizing Custom Silicon Tired of waiting for your massive deep learning models to crunch through data? Are you hitting performance bottlenecks with standard GPUs or CPUs? The future of AI isn't monolithic, it's modular. Chiplets are changing the game. The core concept is simple: instead of one giant chip, we're building systems from smaller, specialized "chiplets" connected by a high-speed network on a silicon interposer. Think of it like switching from one massive, congested highway to a network of express lanes – customized for the data flow. However, simply connecting chiplets isn't enough. The inter-chiplet network is critical. By dynamically optimizing the network topology for the specific workloads, we can dramaticall…  ( 7 min )
    The Complete Remote Work Guide for 2025: What Actually Works Now
    Can remote work really match the speed, connection, and creativity of an in-office team? Turns out when done right, it often beats it. We’ve seen remote work shift from a temporary fix to a permanent, strategic choice. Today, hybrid and distributed setups aren’t experiments; they’re the backbone of how modern teams operate. So if you’re managing (or working in) one, it’s time to move past survival mode and start mastering it. Let’s break down what actually drives remote work success in 2025 without the buzzwords. Remote success isn’t luck. It rests on four interlocking parts: Technology: Reliable tools that make collaboration smooth and secure. Communication: Clear expectations for response times, meetings, and updates. Performance: Results over hours measure what gets delivered, not when.…  ( 8 min )
    Building MindSpark AI: The Future of Smart Learning with Flashcards and Quizzes
    Introduction Learning should be simple, smart, and engaging — not repetitive or overwhelming. MindSpark AI aims to achieve. MindSpark AI is an AI-powered learning assistant that helps students, educators, and lifelong learners generate Flashcards and Quizzes instantly from any topic. 🎯 The Use Case Traditional study methods are time-consuming. Learners often spend hours creating notes, revising key points, and preparing quizzes manually. MindSpark AI automates this process entirely: 🧠 Generate Flashcards on any topic with precise Q&A format. 📝 Create intelligent multiple-choice quizzes with correct answers and tags. 📂 Store and revisit all learning content in one place for easy revision. Result? ⚙️ Key Features Enter any topic — like “Quantum Mechanics” — and the system instantly gen…  ( 8 min )
    Designing an Efficient, Secure, and Scalable Cloud System: AWS SAP-C02 Exam Study Guide
    Preparing for the AWS Certified Solutions Architect Professional exam requires a solid understanding of cloud architecture, security, and scalability. This AWS SAP-C02 Exam preparation guide is designed to help you strengthen your knowledge, refine your strategy, and pass the exam with confidence. The AWS SAP-C02 certification validates advanced technical skills in designing and deploying scalable, reliable, and secure applications on AWS. With the right AWS SAP-C02 Exam preparation guide, candidates can gain a deeper understanding of how to architect efficient solutions using AWS services while adhering to best practices. To succeed, focus on key areas such as designing multi-tier architectures, implementing cost-optimized solutions, and securing workloads effectively. Following an AWS SAP-C02 Exam preparation guide ensures you cover these essential topics systematically. It helps you not only learn the theoretical aspects but also apply them in real-world scenarios. One of the most effective ways to study is through practice. Reliable platforms like study4exam provide authentic resources and practice materials to enhance your readiness. Their AWS SAP-C02 Exam preparation guide includes detailed explanations and mock questions that simulate the actual exam environment, helping you evaluate your performance and boost your confidence. Consistency and hands-on practice are key. Use an AWS SAP-C02 Exam preparation guide to schedule study sessions, identify weak areas, and track your progress. The more you engage with AWS tools and services, the better prepared you’ll be to handle exam questions efficiently. In conclusion, a comprehensive AWS SAP-C02 Exam preparation guide is your ultimate tool for mastering AWS architectural principles and achieving certification success. With the right resources and determination, you can design efficient, secure, and scalable systems while taking your cloud career to the next level.  ( 6 min )
    AI in Marketing Automation 2025: The Rise of Intelligent, Intent-Driven Marketing
    The world of digital marketing is evolving faster than ever, and at the heart of this transformation lies AI in marketing automation — a shift from reactive marketing to predictive, intent-driven engagement. Gone are the days when automation meant just sending emails or scheduling social posts. In 2025, AI is the brain behind marketing — learning from every click, conversation, and interaction to create personalized, real-time customer journeys. Traditional marketing automation was rule-based: “If the user signs up, send a welcome email.” That worked once — but today’s consumers expect more. They want communication that feels personal, timely, and relevant. This is where AI-driven automation comes in. It not only tracks user behavior but predicts what comes next — identifying intent, antic…  ( 8 min )
    PDF Print Engine - Reliable HTML-to-PDF Conversion for Production
    If you’ve ever tried generating PDFs in a web app, you already know the pain. What looks perfect in the browser suddenly shifts, breaks, or crashes when you try to export it. And when your app is under load, those nice-looking exports can suddenly turn into memory leaks or 30-second timeouts. That’s why we built PDF Print Engine - a production-ready HTML-to-PDF converter that just works. It takes your HTML + data and streams a PDF directly to your API response - no heavy setup, no flaky rendering. Every team building exports or reports eventually hits the same wall: 🧱 Browser-based renderers (like Puppeteer) are slow and fragile. 🧠 Headless Chromium instances eat memory and need constant babysitting. 🪄 “Simple” libraries block your process by buffering entire PDFs in RAM. ⚙️ Under real traffic, things break - queue overloads, timeouts, or missing assets. We wanted something simpler, but still reliable enough for production. PDF Print Engine turns any HTML template into a beautiful, predictable PDF stream. You feed it your markup and data - it returns a PDF instantly, with minimal memory footprint. ⚡ Zero friction: Feed HTML + data → get a PDF stream instantly. 🧩 Lightweight and scalable: Streams output instead of buffering it in memory. 💡 Templating freedom: Supports both Squirrelly and EJS out of the box. 🛠️ TypeScript ready: Ships with full typings and ESM/CommonJS support. 🧱 Production-grade: Stable defaults, consistent layout, and safe rendering. The Result A production-ready PDF engine that doesn’t break under pressure. 👉 Try PDF Print Engine here: PDF Print Engine Tags: pdf development webdev backend  ( 6 min )
    Hacktoberfest 2025 — Advancing SQL Tooling in Draw.io
    Back in Hacktoberfest 2022, I kicked off a set of contributions aimed at making SQL DDL generation and schema visualization easier using open-source tools. This year, I revisited those efforts with a sharper focus on Draw.io plugin development. Draw.io remains a powerful tool for diagramming, but its native support for SQL workflows is limited. To bridge that gap, I’ve continued building and refining third-party plugins that allow: Importing SQL DDLs into Draw.io diagrams Exporting diagrams back into SQL DDL Improved foreign key line generation across multiple database types Support for PostgreSQL relationship arrows (finally!) These updates are part of the sqltooling-drawio repo, which now includes better test coverage, multi-DB compatibility, and easier integration with the Draw.io desktop app. I submitted two key PRs to the Draw.io repo: Export SQL DDL plugin Improved SQL parser for import plugin While Draw.io contributions remain closed-source, these plugins can be manually installed and used with the desktop version or VSCode integration. @funktechno/sqlsimpleparser: Converts SQL DDL into JSON models for Draw.io import  ( 6 min )
    How to Design a Spiral Spring Toy using 3D CAD Software
    How to Design a Spiral Spring Toy using 3D CAD Software https://www.selfcad.com/tutorials/584j6a2x5rs4s2w4m512e2t4g6u661p4a3kg Once you’ve launched the editor; https://www.selfcad.com/tutorials) available on the SelfCAD website. The tutorials page provides a treasure trove of guides, tips, and tricks that cater to designers of all levels. https://www.selfcad.com/academy/curriculum/), https://www.youtube.com/@3dmodeling101, and 3D Modeling 101 series (https://www.youtube.com/playlist?list=PL74nFNT8yS9DcE1UlUUdiR1wFGv9DDfTB). This comprehensive resource offers in-depth courses taught by industry experts, allowing you to master the intricacies of SelfCAD at your own pace  ( 7 min )
    The Odyssey of an E-Commerce Order
    Recently, after an exhausting 30-kilometer cycling sprint, I made a terrifying discovery: a chain link was suffering from a critical integrity breach! Thankfully, I'd managed to bootstrap my way home - the thought of pushing my bike for ten kilometers was a genuine nightmare scenario. So, I immediately logged in to provision a replacement part online. What followed was a masterclass in suboptimal data management. My journey began on the frontend of Vendor D's e-commerce platform. I initiated an order for a new bike chain. The first point of friction appeared during the checkout process: the selected chain cleaning solution was from a different microservice/vendor, triggering separate shipping APIs and demanding additional freight charges. I quickly decided to swap it for an alternative cha…  ( 8 min )
    Web3 PR That Doesn’t Waste Anyone’s Time
    In a space famous for noise, promises, and moving goalposts, here’s a straight-shooting guide to communication that respects developers, partners, regulators, and users. In this no-nonsense playbook, I point to this compact outline for the gist—and then turn it into repeatable habits you can ship every week. Attention is a finite resource. In Web3, you’re competing with protocol upgrades, exploits, governance drama, token charts, and ten different “game-changing” launches per day. The only way to win long-term is to treat attention like capital: deploy it carefully, compound trust, and cut waste. That starts with radical clarity, verifiable claims, and audience empathy. People don’t remember adjective piles; they remember impact. Replace puffery with concrete outcomes and numbers that can …  ( 9 min )
    Credibility Over Noise: How “Boring” Products Win When Everyone Else Is Shouting
    The simplest way to build something people trust is to make it work, make it clear, and keep it that way. In a market addicted to headlines and hero narratives, the quietly reliable products outlast the hype cycles and compound advantages month after month. That’s the essence behind this practical perspective, and it’s what separates durable companies from flash-in-the-pan launches. Trust doesn’t live in slogans. It emerges from consistent, verifiable performance users can observe on their own. Think about it like latency—you don’t “announce” latency; you reduce it, measure it, and prove it daily. The same goes for privacy, security, uptime, and transparent pricing. You don’t ask for belief. You design for verification. A useful mental model: credibility is produced by repeatable behaviors…  ( 9 min )
    Credibility Over Hype: A 2025 Field Manual for Builders Who’d Rather Ship Than Shout
    In 2025, audiences are allergic to grand promises and hungry for receipts; that’s why this playbook aligns with the insights outlined in Credibility Over Hype: 2025 Playbook while translating them into a practical operating system any product team can run starting today. Hype creates a spike; trust creates a slope. Markets have matured, budgets are tighter, and stakeholders are measured on outcomes—not buzz. Teams that consistently earn trust capture compounding advantages: faster cycles with partners, warmer intros from customers, and a stronger talent pipeline. If you need a mental model, the well-known Gartner hype cycle is useful—but the goal here isn’t to ride the peak; it’s to build a foundation that endures through the trough and into the plateau. 1) Clarity. Say exactly what your p…  ( 9 min )
    Trust-First Growth for Crypto Tech: A Developer’s Playbook
    Most growth advice for emerging tech still treats trust as a marketing veneer rather than an engineering constraint, yet teams that wire credibility into their stack win faster and cheaper; that’s the core idea I’ll expand here, building on lessons I’ve seen in the field and reflections similar to this field note about taking a trust-first path from prototype to adoption. If you build in crypto or adjacent fintech, your users don’t just evaluate features—they evaluate risk. They ask: Will this lose me money? Will it lock me in? Can I verify claims without a PhD? Traditional “move fast” roadmaps confuse speed with progress, and the result is a long tail of abandoned wallets, dust accounts, and churned integrations. Trust-first growth flips the order of operations: you prioritize verifiabili…  ( 9 min )
    RAG Evaluation Metrics: A Practical Guide for Measuring Retrieval-Augmented Generation with Maxim AI
    Why this matters if you own a RAG feature I’ve watched clean lab demos fall apart in production: the retriever brings back the wrong paragraph when a user types shorthand, the model fills gaps with confident fiction, and p95 latency creeps past your SLA the second traffic spikes. This guide is the pragmatic way I measure and stabilize RAG—so we ship fast, and earn trust. If you need rails for this, start here: Experiment and compare retrievers, prompts, chunking: Experimentation Simulate real users and evaluate agents at scale: Agent Simulation & Evaluation Trace, monitor, and alert on live quality: Agent Observability Docs and SDKs to wire it in: Docs, SDK Overview If you want a walkthrough: Book a Demo or Get started free The short list I actually track Retrieval re…  ( 9 min )
    Healing with Heart: The Inspiring Journey of Dr. Rachna Buxani
    Dr. Rachna Buxani-Mirpuri is an internationally experienced therapist, speaker, and author who brings together the wisdom of her Dubai upbringing, the rigor of her clinical training, and the warmth of a deeply human-centered approach. Whether supporting trauma survivors, educating new parents, or guiding professionals through emotional overwhelm, she remains anchored in the values passed down through generations—compassion, resilience, and a commitment to mental well-being for all. When we talk about modern mental health care that truly connects science with soul, Dr. Rachna Buxani stands out as a guiding light. Her approach to therapy transcends the traditional clinical model by weaving empathy, cultural awareness, and evidence-based methods into one powerful framework. With a practice ro…  ( 9 min )
    Automate React App Deployment with AWS CodePipeline & S3 🚀
    Hey everyone! I just put together a new project and wanted to share how you can build a fully automated CI/CD pipeline to deploy a React.js application. The best part? It uses AWS CodePipeline, CodeBuild, and Amazon S3 to automatically build and deploy your app every single time you push a change to your GitHub repo. Say goodbye to manual deployments! This is a fantastic way to get your hands dirty with some of the most in-demand AWS services and streamline your entire front-end workflow. 🤖 What Does This Project Do? Write your React code locally. Push your code to the main branch on GitHub. Automatically trigger an entire build and deploy process on AWS. See your live, updated website hosted on a static Amazon S3 bucket. 🔧 How It Works You push your new code to the main branch on GitHub. AWS CodePipeline instantly detects the change. AWS CodeBuild pulls the code, installs all the dependencies (npm install), and runs the build (npm run build). The final build output (the static files) is automatically deployed to your S3 bucket. Amazon S3 serves your React app as a public, static website. All done! ➡️ Get the Full Tutorial! full step-by-step video tutorial that walks you through this entire process from start to finish. It's perfect if you're a visual learner or want to build this alongside me. 📺 Watch the full video on YouTube! https://youtu.be/1k6s4shjpRc You can also find all the code, configuration files, and the full README with all the steps on the public GitHub repository. 📁 Check out the code on GitHub https://github.com/julien-muke/aws-codepipeline-react-s3 Thanks for reading! Let me know what you think in the comments. What other AWS services are you using to automate your projects?  ( 7 min )
    Building a Gzip Compression Library in Zig 0.15: A Deep Dive into Comprezz
    When Zig 0.15 removed compression support from its standard library, it created an opportunity: build a standalone, production-ready compression library while navigating the language's new I/O paradigm shift known as "Writergate." This post chronicles the development of Comprezz, a single-file gzip/deflate compression library that combines classical computer science algorithms with modern systems programming. What you'll learn: How the DEFLATE compression algorithm works under the hood Building bit-level I/O abstractions in systems programming Navigating Zig 0.15's new non-generic I/O interfaces Implementing Huffman coding and LZ77 compression from scratch Comprezz is a ~1700-line pure Zig implementation providing: Full LZ77 + Huffman encoding - Complete DEFLATE (RFC 1951) implementation M…  ( 17 min )
    TileLang vs JSX vs HTML: What’s the Difference?
    If you're building modern UIs, you've probably worked with HTML and JSX. But TileLang? That’s a newer player worth knowing—especially for internal tools and low-code platforms. Here’s a quick breakdown: 🧱 HTML The web’s foundation Static, semantic, browser-native ⚛️ JSX HTML-like syntax in JavaScript Powers dynamic React components 🧩 TileLang Declarative UI for dashboards Used in low-code/internal platforms Read the complete article on codeymaze.com  ( 6 min )
    The Silent Breach: Why SaaS Security Fails Between Release
    Modern SaaS teams deploy code faster than ever before. Daily releases, microservices, and automated pipelines have turned “version 2.0” into an endless stream of 2.0.1s. That’s great for innovation, but terrible for security. Somewhere between one release and the next, vulnerabilities sneak in quietly. They don’t make noise. They don’t crash systems. They just wait. This is the silent breach. It’s the gap between releases where security quietly fails. Most breaches don’t come from major exploits. They start small: a forgotten endpoint, a misconfigured permission, or a dependency that silently updated overnight. The modern SaaS stack is full of these weak spots: 1) Static Scans for Dynamic Systems: Security scans still run on schedules, but your attack surface updates with every deploy. 2) …  ( 7 min )
    Is Your Business Prepared? A Deep Dive into Cyber Risk Management
    In today's hyperconnected digital landscape, cyber risk management has evolved from a technical IT concern into a strategic business imperative. As organizations increasingly rely on digital infrastructure, cloud services, and interconnected supply chains, the question isn't whether your business will face a cyber threat—it's when. The alarming reality is that 43% of all cyberattacks target small businesses, yet many organizations remain dangerously unprepared, with 51% of small businesses having no cybersecurity measures in place at all. The cyber threat landscape in 2025 presents a complex and evolving challenge for businesses of all sizes. Recent analysis reveals that the overall cyber risk and insurance landscape shows increasingly sophisticated attacks, with ransomware remaining the t…  ( 16 min )
    Spooky Haunted House: CSS & JS Halloween Art
    This is a submission for Frontend Challenge - Halloween Edition, CSS Art. I was inspired by classic haunted house scenes from Halloween movies and stories. My CSS art features a spooky haunted house, glowing moon, flickering windows, bats, ghosts, zombies, pumpkins, and interactive elements like thunder, fog, and falling leaves—all designed to evoke the playful yet eerie spirit of Halloween night. You can view the live demo here: This project was a fun exploration of CSS art and interactive frontend features. I learned how to combine CSS animations with JavaScript to create dynamic effects, such as flickering lights, moving zombies, and sound triggers for thunder, witch cackles, and more. I’m proud of the way the scene comes alive with user interaction—hovering, clicking, and toggling music and themes. Next, I’d like to add more accessibility features and polish the mobile responsiveness. All code is original and separated into HTML, CSS, and JS for clarity. If you’d like to use or remix this, feel free—credit me!  ( 6 min )
    How to Simulate Real User Journeys With Collection Runner
    In the world of API development and testing, it’s not enough to verify that each endpoint works in isolation. Real users don’t just hit one endpoint — they follow multi-step flows like signing up, logging in, updating data, and retrieving records. To truly validate your product, you need to test how these flows perform from end to end. That’s where Requesty’s Collection Runner comes in. Most critical bugs don’t come from individual endpoints — they come from the interactions between them. A successful login that returns an invalid token, or a profile update that fails silently, can ruin the user experience and go unnoticed if tests don’t mimic real behavior. Simulating real user flows helps you: Validate business logic and data dependencies Detect regressions that break chained functional…  ( 8 min )
    Security by Design — Why AsterDEX Sets the Standard for DeFi Safety
    Security has always been the make-or-break factor in Decentralized Finance (DeFi). As the industry matures, users now demand platforms that combine innovation with verifiable protection. In 2025, AsterDEX stands out as one of the few exchanges that treat security not as a feature — but as a foundation. AsterDEX philosophy of Security by Design ensures that every contract, validator, and bridge is auditable, traceable, and community-governed. Early DeFi projects often prioritized yield over safety, leading to billions in losses from exploits and rug pulls. AsterDEX reverses this trend by integrating multi-layered defense — audits, validator staking, and transparent governance — from day one. The full structure is detailed in AsterDEX Security. All code is public on AsterDEX GitHub, tu…  ( 8 min )
    Transformers for Unseen Patterns: Bayesian Clustering Reimagined
    Transformers for Unseen Patterns: Bayesian Clustering Reimagined Ever struggle to find clear clusters in messy data, uncertain about how many groups truly exist? Traditional clustering algorithms often assume neat, well-defined boundaries, but reality is messier. What if we could estimate the probability of data belonging to different clusters and even the number of clusters itself, all while handling missing data gracefully? Imagine you're a detective trying to solve a mystery. Instead of simply assigning suspects to possible crime scenes, you're also trying to figure out how many suspects were actually involved, acknowledging that some evidence might be missing or unreliable. This is the essence of Bayesian clustering – it's about embracing uncertainty to find the most probable underl…  ( 7 min )
    Different type of action to take on delete in Laravel database migration
    Different type of action to take on delete in Laravel database migration. When defining a foreign key in a Laravel migration, the onDelete method determines what happens to the child records when the parent record is deleted. This allows you to manage data integrity at the database level. Here are the different types of onDelete actions you can use: The CASCADE action will automatically delete all child records when their parent record is deleted. This is useful for "has many" relationships where the child records are meaningless without the parent. Example: If a user is deleted, all of their posts are also deleted. Migration code: $table->foreignId('user_id')->constrained()->cascadeOnDelete(); Migration code: $table->foreign('user_id') ->references('id')->on('users') ->o…  ( 7 min )
    Ringer Movies: ‘Halloween II’ With Bill Simmons, Chris Ryan, and Van Lathan
    The Ringer’s Bill Simmons, Chris Ryan, and Van Lathan reconvene to tackle John Carpenter’s 1981 follow-up, Halloween II. Between friendly trash talk and genuine fan enthusiasm, they debate whether Michael Myers is the ultimate horror villain, spotlight the film’s most rewatchable scenes, and dish out playful “award” categories for kills, jump scares, and the best cameo from Donald Pleasence. Along the way, they pepper in sponsor shout-outs (Paramount+’s A Mountain of Movies®, Netflix’s A House of Dynamite) and remind you how to stay covered with State Farm. If you’re all about dissecting horror lore with a side of banter, this episode is your ticket to re-experiencing medicine-dripping Myers like never before. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    Everything Wrong With Frankenweenie In 14 Minutes Or Less CinemaSins has returned to roast Tim Burton’s Frankenweenie now back in theaters, dishing out their signature “sins”—funny nitpicks and quips—while still celebrating the film’s charm. Think 14 minutes of rapid-fire commentary that points out everything from plot quirks to animation oddities (all with a wink and a nod). They’ve also sprinkled in links to their main site, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), social media, a poll to learn more about fans, and a Patreon invite to support the crew. Plus, a shout-out to their writers—Jeremy, Chris, Aaron, Jonathan, Deneé, Ian, Daniel—and invites to join the CinemaSins Discord and Reddit communities. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less
    CinemaSins tears into Final Destination: Bloodlines with their signature rapid-fire sin-counting, calling out every over-the-top death trap and plot convenience in under 24 minutes. Along the way they plug their therapy sponsor BetterHelp, plug their other channels (TVSins, CommercialSins, their podcast network) and direct fans to linktr.ee/cinemasins for all the latest updates. They also invite you to fill out a “sinful” poll, support their scrappy team on Patreon, and hang out on Discord or Reddit. Plus, they give a shout-out to each writer with their social handles—because every cinematic nitpick deserves its own credit. Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Longlegs In 24 Minutes Or Less
    CinemaSins dives headfirst into Nicolas Cage’s unsettling thriller Longlegs, ticking off every hilarious misstep (and confirming that yes, those legs really are that long) in a bite-size, under-24-minute roast. They tie it all together with a shoutout to Osgood Perkins’ upcoming Keeper, using the Cage flick as a springboard for some cinematic mayhem. Beyond the sins count, the description space is packed with goodies: links to the CinemaSins site and YouTube spinoffs (@TVSins, @commercialsins, @cinemasinspodcastnetwork), a “sinful” audience poll, Patreon support invites, and social channels from Discord and Reddit to Instagram and TikTok. Watch on YouTube  ( 6 min )
    Mr Sunday Movies: Predator - Caravan of Garbage
    Caravan of Garbage kicks off a four-week deep dive into the first four Predator films, starting with the 1987 original starring Arnold Schwarzenegger. They hail Predator as the ultimate blend of ’80s action and sci-fi—packed with epic direction, tight writing, killer creature design, mud, muscles, lasers and all the explosions you could want. For more early videos, bonus podcasts and extended audio editions, swing by bigsandwich.co and follow the hosts on Twitter. You can also subscribe on YouTube, grab the podcast on iTunes or acast, join their Patreon for extra content, or rock some merch to show your support. Watch on YouTube  ( 6 min )
    Bridging digital and physical realms with atomic counters
    Numbers Numbers have no physical existence. They are virtual. Humanity created numbers to manage the present and predict the future. We needed to count animals in the herd, days, harvest, and people in the tribe. Later we realized that with numbers we can predict the future. By observing the motion of the planets, astronomers have calculated their orbits and can accurately predict eclipses centuries in advance. Meteorologists analyze temperature, pressure, humidity and predict the weather. Insurance companies calculate accident risks, doctors evaluate the effectiveness of treatments, and economists forecast market growth. The more data, the more accurate the forecast. But everything starts from measuring and counting. You wake up in the morning an hour before work starts. One hour is eno…  ( 10 min )
    A Practical Guide to Scaling Medusa with Kubernetes Autoscalers
    As your Medusa.js e-commerce platform grows, performance and reliability depend on how well it scales under load. Kubernetes provides native tools like the Horizontal Pod Autoscaler (HPA) and KEDA to automatically adjust resources based on real-time demand. Medusa for horizontal scaling in Kubernetes, using Prometheus, cAdvisor, and HPA - ensuring your store remains responsive even during peak traffic periods. Before implementing autoscaling, ensure that your monitoring and metric systems are in place. To make HPA and KEDA work efficiently, you’ll need: cAdvisor – collects container-level CPU and memory metrics. Prometheus – scrapes, stores, and visualizes time-series metrics. Prometheus Adapter or KEDA – exposes those metrics to the HPA. This setup is essential to achieve a reliable, resp…  ( 9 min )
    Mind-Paced Speaking: A Dual-Brain Approach to Real-Time Reasoning in SpokenLanguage Models
    Mind‑Paced Speaking: Dual‑Brain AI That Thinks While It Talks What if your phone could think and talk at the same time, just like you? Researchers have introduced Mind‑Paced Speaking, a brain‑inspired trick that lets spoken AI reason in real time. Formulation Brain that does the heavy thinking, and an Articulation Brain that turns those thoughts into smooth speech. Read article comprehensive review in Paperium.net: Mind-Paced Speaking: A Dual-Brain Approach to Real-Time Reasoning in SpokenLanguage Models 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 11 min )
    EIP-7702 Infrastructure Launches to Support Account Abstraction for EOAs
    EIP-7702, introduced with the Ethereum Pectra upgrade, represents a major turning point for the EVM ecosystem. It lets Externally Owned Accounts (EOAs) operate like smart contract accounts for a limited time. This brings Account Abstraction (AA) features, such as advanced transaction logic and flexible gas payments, to existing EOA addresses. We’ll cover: Why EIP-7702 Infrastructure Matters Projects That Can Benefit from the EIP-7702 Infrastructure What Makes the EIP-7702 Infra Developer-Friendly How to Get Started EIP-7702 introduces a new “setCode” transaction type (0x04) that temporarily equips EOAs with powerful smart account functionality. However, without an open and reliable infrastructure to handle UserOperation (UserOp) submissions, adoption of 7702 could become fragmented, while …  ( 8 min )
    Professional Translation
    Introduction Translation.pk is a professional language service provider based in Islamabad, Pakistan. According to their website, they have been operating since 2005, offering a wide range of translation, localization and interpreting services.Services Offered Translation.pk’s service portfolio includes: Strengths & Unique Selling Points Target Audiences As with any language service provider, quality will depend on the specific translator and project complexity. If your document has very specialised requirements (e.g., legal documents for a foreign jurisdiction), you should check whether they have translators familiar with that domain. If translation is for official use (embassy, legal) you may want to verify acceptance by the relevant authority of their certification or notarization. *Why Choose Translation.pk Given their combination of local presence in Pakistan, wide language coverage, human-translator focus and service breadth, they could be a good choice if you: Need translation of documents from/to Urdu/English or from/to other major world languages. Are based in Pakistan (or outsourcing translation from Pakistan) and want a service that understands local needs (visa, immigration, study abroad). Want a one-stop shop for translation, localization, interpretation, transcription. Final Thoughts In a world where translation is increasingly challenged by machine tools, it’s refreshing to see a service like Translation.pk emphasise the human element, cultural nuance and certification for official use. If you have documents needing translation (personal, legal, business) or content for a foreign-language audience, they are a serious option.  ( 7 min )
    Spring Boot: Stop Using @Value Everywhere! Discover @ConfigurationProperties
    Hey dev community! When working on Spring Boot projects, we all need to read values from our application.properties or application.yml files. Most of us start by using the @Value annotation to inject each property one by one. The Problem (The "Old Way") @Service public class MyOldService { @Value("${app.api.url}") private String apiUrl; @Value("${app.api.key}") private String apiKey; @Value("${app.feature.toggle.new-feature}") private boolean featureToggle; @Value("${app.thread-pool-size}") private int poolSize; // ... and it goes on and on } This is verbose, hard to maintain, and not type-safe (just Strings and primitives). If you mistype a prefix, everything breaks at runtime. The Solution: @ConfigurationProperties The idea is simple: map an ent…  ( 7 min )
    Convert PDF to HTML in C#
    In today’s digital workplace, the need for interoperability between PDF and HTML formats continues to rise. A common early challenge in the C# ecosystem is achieving high-fidelity PDF-to-HTML conversion. This guide explains how to implement this functionality with Spire.PDF for .NET, including reusable code snippets and step-by-step configuration instructions. PDF Document Structure Complexity PDF’s vector graphics, embedded fonts, and layout logic differ inherently from HTML—creating fundamental compatibility gaps. Common Conversion Pitfalls Misaligned text and table formatting Inconsistent image resolution Lost interactive elements (e.g., forms) As a dependency-free PDF processing library, Spire.PDF for .NET addresses these issues with 100% independent conversion APIs. It suppo…  ( 7 min )
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    How to Use Streams in Flutter
    Flutter, Google's open-source UI software development toolkit, has rapidly become a preferred choice for building natively compiled, cross-platform applications from a single codebase. Its declarative UI paradigm, coupled with robust performance, hel...  ( 20 min )
    How to Parse JSON in Python – A Complete Guide With Examples
    JSON has become the standard format for data exchange on the web. So you'll run into JSON all the time when working with REST APIs, configuration files, database exports, and more. As a developer, you should know how to parse, manipulate, and generat...  ( 9 min )
    MCP vs APIs: What's the Real Difference?
    APIs and MCPs both help systems talk to each other. At first, they might look the same. Both allow one piece of software to ask another for data or perform an action. But the way they work and the reason they exist are completely different. An API, ...  ( 8 min )
    Build a Website Screenshot Generator with Python and Flask
    Have you ever needed to take screenshots of websites automatically – maybe to track visual changes, include them in reports, or generate previews? Doing this manually can be time-consuming, especially if you need to capture multiple pages regularly. ...  ( 10 min )
    Serverless and Microservices with C# & Azure
    You can modern application architecture by building real-world serverless and microservices solutions using C# and Azure. We just posted a full course on the freeCodeCamp that will teach you to build scaleable cloud applications. Muhammad Abdullah de...  ( 3 min )
    Prepare for the Kubernetes Administrator Certification and Pass
    We just posted a course on the freeCodeCamp.org YouTube channel to help prepare you for the Certified Kubernetes Administrator Certification. This course is designed to provide a deep, practical understanding of Kubernetes administration, from founda...  ( 11 min )
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    Chainlink Drops, Then Bounces 4% as FOMC Volatility Drives Crypto Market
    The oracle network token overcame selling pressure earlier Wednesday, but the technical picture remains mixed.  ( 30 min )
    Consensys Plans Public Debut, Taps JPMorgan and Goldman Sachs to Lead IPO: Axios
    The MetaMask maker’s public debut could be the biggest Ethereum-native listing yet, amid a wave of crypto firms hitting U.S. markets.  ( 29 min )
    Mastercard Eyes Zero Hash Acquisition for Nearly $2B Bet on Stablecoins: Report
    The global payments firm previously held talks to acquire crypto payment infrastructure startup BNVK, according to reports.  ( 29 min )
    What Bitcoin Chart Says About BTC Price After Powell Casts Doubt on December Cut?
    BTC is down but not out following Powell's hakwish commentary on rates.  ( 30 min )
    Bitcoin Tumbles Back to $110K on Fed's Powell's Hawkish Comments
    Though acknowledging growing weakness in the labor market, Powell said a December rate cut is not a "foregone conclusion."  ( 30 min )
    Fed Delivers Expected 25 Basis Point Rate Cut as Markets Await Powell’s Comments
    Headed lower on Wednesday ahead of the news, bitcoin remained so in the minutes following the news at $111,700, down 3% over the past 24 hours.  ( 30 min )
    Stellar Edges 1.5% Higher Breaking $0.32 Amid Institutional Accumulation
    XLM demonstrates resilience with modest gains and exceptional volume surge, signaling potential momentum building beneath current consolidation patterns.  ( 29 min )
    Analysts Expect Strong Q3 for Coinbase But Disagree Sharply on Its Future
    Barclays, JP Morgan and Compass Point see gains in USDC and trading, but clash over Base, Deribit and profit margins.  ( 31 min )
    Investment Bank Mizuho Says Visa Is Becoming the ‘Stablecoin of Stablecoins’
    Visa’s growing stablecoin network positions it as the key infrastructure player in blockchain payments, while individual tokens risk becoming commoditized assets.  ( 30 min )
    HBAR Consolidates at $0.2010 as Volume Surge Signals Distribution
    Hedera faces selling pressure at $0.2055 resistance as trading volume explodes 137% above average, marking institutional distribution amid choppy price action.  ( 30 min )
    Securitize Rolls Out Tokenized Credit Fund with BNY on Ethereum
    The fund offers exposure to collateralized loan obligations, with onchain capital allocator Grove planning a $100 million anchor investment.  ( 30 min )
    Crypto Long & Short: Fast Money, Slow Money
    Read this week’s Crypto Long & Short Newsletter for Andy Baehr's “Vibe Check,” a story of two markets. Then, learn how the true internet generation set the stage for digital currencies with Sam Ewen.  ( 35 min )
    MegaETH Raises $450M in Oversubscribed Token Sale Backed by Ethereum Founders
    The high-speed Ethereum layer-2 drew nearly nine times its target as over 14,000 investors rushed in.  ( 29 min )
    BNB Slips 2.7% As Traders Focus on Technicals During Crypto Market Drawdown
    The decline was part of a broader crypto market drop, with traders focusing on technical cues and selling dominating  ( 29 min )
    Michael Saylor's Strategy Drops $18B in Value, but a Rebound May Be Near: 10X Research
    The company is expected to report another quarterly profit on Thursday, possibly reviving expectations for S&P 500 inclusion, 10x Research's Markus Thielen argued.  ( 29 min )
    Cardano Falls Below Key Support as Institutional Investors Pull Back
    The network’s native token, ADA, dropped 3% over the past 24 hours as selling pressure mounted and altcoin rotation gained pace.  ( 30 min )
    BONK Tests Support as Volume Surges 122% in Solana Selloff
    BONK broke $0.0000146 support on heavy volume but found buyers near $0.0000143 as traders eye potential base formation.  ( 29 min )
    The Protocol: ETH’s Fusaka Upgrade Goes Live on Hoodi, Mainnet Next
    Also: BOB Unveils BTC Vault Liquidation Engine, Ledger’s Major Overhaul and Google Weighs In on Quantum Computing.  ( 36 min )
    Crypto Treasury Activity Still Tepid, but Capital Flows Rebound: B. Riley
    The broker sees digital asset treasuries stabilizing as U.S.-China trade progress lifts sentiment.  ( 29 min )
    Nvidia Hits $5T Market Cap as Bitcoin Now Trails U.S. Equities Year to Date
    Bitcoin is not just lagging gold in 2025, but its returns have also slipped below those of the S&P 500 and the Nasdaq.  ( 30 min )
    William Blair Analysts Sees Upside in Western Union’s Solana-Based Stablecoin Launch
    Western Union’s new Solana-based stablecoin and crypto cash-out network mark a smart step into blockchain-enabled remittances, the report said.  ( 29 min )
    TeraWulf Dips 5% on $500M Capital Raise to Fund AI Data Center Expansion
    The stock jumped 17% Tuesday after inking a $9.5 billion Google-backed AI compute deal with Fluidstack.  ( 28 min )
    Georgia's ‘Shadow Ruler’ Is Trying to Claw Back a Bitcoin Fortune Worth $1B
    Ten years ago, he declined a credible offer to mine bitcoin, missing out on an opportunity to make billions. Now that his personal fortune is dwindling, Bidzina Ivanishvili is going to extreme lengths to get his hands on the bitcoin he sees as rightfully his.  ( 45 min )
    Ondo Brings Tokenized U.S. Stocks to BNB Chain as Market Doubles to $700M
    The move allows Ondo Global Markets to deepen its tokenized stock market reach to BNB's 100 million users, with a strong base in Asia and Latin America.  ( 29 min )
    Swiss Crypto Infrastructure Firm Taurus Expands to U.S. With New York Office
    With clearer regulation and growing institutional demand, Taurus is expanding its footprint to serve U.S. financial giants from New York.  ( 29 min )
    Australian Regulator Signals Broader Digital Asset Oversight Ahead of New Licensing Regime
    ASIC said many digital assets are covered by existing financial laws as it readies the ground for impending digital asset platform legislation.  ( 29 min )
    Ironlight Wins FINRA Approval for First U.S. Regulated ATS With Onchain Atomic Settlement
    The firm gained approval to introduce a regulated trading system for tokenized securities.  ( 29 min )
    Crypto Markets Today: Bitcoin Consolidates at $113K Ahead of Potential U.S.-China Trade Deal
    The crypto market paused midweek as traders looked to the Federal Reserve’s interest-rate call and progress on a potential U.S.-China trade agreement.  ( 31 min )
    Memecoin Tied to CZ Statue Crashes 99% After Binance Founder Disowns It
    A Washington, D.C. statue of Changpeng “CZ” Zhao became the center of a memecoin frenzy after the “czstatue” token surged 27,000% in a day before collapsing to near zero.  ( 29 min )
    Core Scientific Holders Poised to Reject CoreWeave Merger, Jefferies Says
    The bank said investors are likely to vote down the deal on Oct. 30, betting Core Scientific can create more value on its own.  ( 30 min )
    Stablecoin Inflows Rise Before Fed Rate Decision: Crypto Daybook Americas
    Your day-ahead look for Oct. 29, 2025  ( 37 min )
    Bitcoin, Ether Brace for $17B Options Expiry Amid Fed Meeting, Tech Company Earnings
    Traders eye potential volatility as bitcoin hovers near max pain around $114,000 and ether nears $4,000.  ( 30 min )
    Deutsche Digital Assets and Safello to List Staked Bittensor ETP on SIX Swiss Exchange
    The exchange-traded product offers investors regulated access to Bittensor’s TAO token with staking rewards and full physical backing.  ( 30 min )
    DBS, Goldman Sachs Execute First Over-the-Counter Interbank Crypto Options Trade
    DBS said the deal involved trading cash-settled OTC bitcoin and ether options.  ( 30 min )
    World Liberty Financial to Airdrop 8.4M WLFI Tokens to Early USD1 Users
    The Trump-backed stablecoin project is rewarding early adopters through its USD1 points program, distributing tokens across six exchanges as it expands into DeFi and real-world asset integrations.  ( 29 min )
    Bitwise Says Its Solana Staking ETF (BSOL) Had a 'Big First Day'; GSOL to List on NYSE
    A brief slip under $200 drew heavier selling before SOL steadied near $195–$196, as Bitwise touted BSOL’s debut and Grayscale said GSOL will list on NYSE Arca.  ( 31 min )
    Bitcoin Holds $113K as Liquidity Thins, Traders Turn Defensive Before Fed Week
    The moves come ahead of a pivotal Federal Open Market Committee (FOMC) meeting on Oct. 28–29, where officials are widely expected to cut benchmark rates by 25 basis points to the 4.00%–4.25% range.  ( 31 min )
    Ether Holds Above $4,000, Arkham Says Tom Lee's 'BitMine Is Buying the Dip'
    Repeated defenses of $4,000 and heavier trading marked the session, with price finishing near $4,023 after a quick pullback from about $4,102.  ( 32 min )
    XRP and SOL Futures Open Interest on CME Hits Record High
    Record XRP and Solana futures activity pushed open interest on the derivatives giant’s platform to roughly $3 billion, signaling renewed retail and institutional appetite for altcoin exposure.  ( 29 min )
    XRP Trades Higher on Big Flows, Yet Technical Setup Signals Caution
    Traders should watch for XRP to maintain support around $2.60-$2.63, as a sustained rise above $2.65 could shift the bias bullish.  ( 30 min )
    Bitcoin Dip Looks Standard Pre-FOMC and $120K Would Open Path to $143K, Analysts Say
    After a quick jump toward $116,094 faded, buyers showed up near $112,500 while analysts watched $120,000 as the level that could clear the way toward $143,000.  ( 33 min )
    Recent Bitcoin Crash Has Put $1B in sUSDe Loop Trades at Risk, Research Firm Says
    looped positions that rely on borrowing stables to buy sUSDe are at risk, Sentora Research said.  ( 30 min )
    Asia Morning Briefing: Bitcoin Holds Ground as Traders Sit on Stablecoins Before Fed Decision
    The market is confident that the Fed will cut rates. But crypto traders are still waiting for confirmation.  ( 30 min )
  • Open

    Vibe coding platform Cursor releases first in-house LLM, Composer, promising 4X speed boost
    The vibe coding tool Cursor, from startup Anysphere, has introduced Composer, its first in-house, proprietary coding large language model (LLM) as part of its Cursor 2.0 platform update. Composer is designed to execute coding tasks quickly and accurately in production-scale environments, representing a new step in AI-assisted programming. It's already being used by Cursor’s own engineering staff in day-to-day development — indicating maturity and stability. According to Cursor, Composer completes most interactions in less than 30 seconds while maintaining a high level of reasoning ability across large and complex codebases. The model is described as four times faster than similarly intelligent systems and is trained for “agentic” workflows—where autonomous coding agents plan, write, test…
    Anthropic scientists hacked Claude’s brain — and it noticed. Here’s why that’s huge
    When researchers at Anthropic injected the concept of "betrayal" into their Claude AI model's neural networks and asked if it noticed anything unusual, the system paused before responding: "Yes, I detect an injected thought about betrayal." The exchange, detailed in new research published Wednesday, marks what scientists say is the first rigorous evidence that large language models possess a limited but genuine ability to observe and report on their own internal processes — a capability that challenges longstanding assumptions about what these systems can do and raises profound questions about their future development. "The striking thing is that the model has this one step of meta," said Jack Lindsey, a neuroscientist on Anthropic's interpretability team who led the research, in an interv…
    Geostar pioneers GEO as traditional SEO faces 25% decline from AI chatbots, Gartner says
    The moment Mack McConnell knew everything about search had changed came last summer at the Paris Olympics. His parents, independently and without prompting, had both turned to ChatGPT to plan their day's activities in the French capital. The AI recommended specific tour companies, restaurants, and attractions — businesses that had won a new kind of visibility lottery. "It was almost like this intuitive interface that older people were as comfortable with using as younger people," McConnell recalled in an exclusive interview with VentureBeat. "I could just see the businesses were now being recommended." That observation has now become the foundation of Geostar, a Pear VC-backed startup that's racing to help businesses navigate what may be the most significant shift in online discovery since…
    From static classifiers to reasoning engines: OpenAI’s new model rethinks content moderation
    Enterprises, eager to ensure any AI models they use adhere to safety and safe-use policies, fine-tune LLMs so they do not respond to unwanted queries.  However, much of the safeguarding and red teaming happens before deployment, “baking in” policies before users fully test the models’ capabilities in production. OpenAI believes it can offer a more flexible option for enterprises and encourage more companies to bring in safety policies.  The company has released two open-weight models under research preview that it believes will make enterprises and models more flexible in terms of safeguards. gpt-oss-safeguard-120b and gpt-oss-safeguard-20b will be available on a permissive Apache 2.0 license. The models are fine-tuned versions of OpenAI’s open-source gpt-oss, released in August, marking t…
    Agentic AI is all about the context — engineering, that is
    Presented by Elastic As organizations scramble to enact agentic AI solutions, accessing proprietary data from all the nooks and crannies will be key By now, most organizations have heard of agentic AI, which are systems that “think” by autonomously gathering tools, data and other sources of information to return an answer. But here’s the rub: reliability and relevance depend on delivering accurate context. In most enterprises, this context is scattered across various unstructured data sources, including documents, emails, business apps, and customer feedback. As organizations look ahead to 2026, solving this problem will be key to accelerating agentic AI rollouts around the world, says Ken Exner, chief product officer at Elastic. "People are starting to realize that to do agentic AI cor…
    Nvidia researchers unlock 4-bit LLM training that matches 8-bit performance
    Researchers at Nvidia have developed a novel approach to train large language models (LLMs) in 4-bit quantized format while maintaining their stability and accuracy at the level of high-precision models. Their technique, NVFP4, makes it possible to train models that not only outperform other leading 4-bit formats but match the performance of the larger 8-bit FP8 format, all while using half the memory and a fraction of the compute. The success of NVFP4 shows that enterprises can continue to cut inference costs by running leaner models that match the performance of larger ones. It also hints at a future where the cost of training LLMs will drop to a point where many more organizations can train their own bespoke models from scratch rather than just fine-tuning existing ones. The quantizatio…
  • Open

    Exclusive eBook: We did the math on AI’s energy footprint.
    In this exclusive subscirber-only ebook you’ll learn how the emissions from individual AI text, image, and video queries seem small—until you add up what the industry isn’t tracking and consider where it’s heading next. by James O’Donnell and Casey Crownhart May 20, 2025 Table of contents Related stories:  ( 16 min )
    Building a high performance data and AI organization (2nd edition)
    Four years is a lifetime when it comes to artificial intelligence. Since the first edition of this study was published in 2021, AI’s capabilities have been advancing at speed, and the advances have not slowed since generative AI’s breakthrough. For example, multimodality— the ability to process information not only as text but also as audio,…  ( 18 min )
    The Download: Boosting AI’s memory, and data centers’ unhappy neighbors
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. DeepSeek may have found a new way to improve AI’s ability to remember The news: An AI model released by Chinese AI company DeepSeek uses new techniques that could significantly improve AI’s ability…  ( 21 min )
    The AI Hype Index: Data centers’ neighbors are pivoting to power blackouts
    Separating AI reality from hyped-up fiction isn’t always easy. That’s why we’ve created the AI Hype Index—a simple, at-a-glance summary of everything you need to know about the state of the industry. Just about all businesses these days seem to be pivoting to AI, even when they don’t seem to know exactly why they’re investing…  ( 16 min )
    DeepSeek may have found a new way to improve AI’s ability to remember
    An AI model released by Chinese AI company DeepSeek uses new techniques that could significantly improve AI’s ability to “remember.” Released last week, the optical character recognition (OCR) model works by extracting text from an image and turning it into machine-readable words. This is the same technology that powers scanner apps, translation of text in…  ( 22 min )
  • Open

    A Deep-Dive Into Kohaku: Ethereum’s Roadmap for Private and Secure Wallets
    Kohaku brings wallet privacy to Ethereum through an open SDK and reference wallet. Explore what this shift means for developers.  ( 9 min )
  • Open

    Colorful Debuts iGame X Senna AI Assistant In Malaysia
    Colorful today hosted its first event in Malaysia. To celebrate, the Shenzhen-based company showed off the iGame x Senna, or Senna for short. Senna was designed with today’s digital community in mind. Gamers benefit from more stable performance, streamers enjoy uninterrupted sessions, and creators experience faster editing and easier multitasking. “With Senna, we are giving […] The post Colorful Debuts iGame X Senna AI Assistant In Malaysia appeared first on Lowyat.NET.  ( 34 min )
    Mazda Unveils Vision X-Coupe At Japan Mobility Show 2025
    Mazda unveiled the Mazda Vision X-Coupe (‘X’ pronounced as ‘cross’) at the Japan Mobility Show 2025. This prototype model is a crossover coupe that will feature a hybrid system integrating a two-rotor rotary engine, which was last fitted in a Mazda RX-8. Design-wise, the Vision X-Coupe embodies the ‘KODO – Soul of Motion’ design language, […] The post Mazda Unveils Vision X-Coupe At Japan Mobility Show 2025 appeared first on Lowyat.NET.  ( 35 min )
    Stellantis Plans To Bring Robotaxi In 2028
    Stellantis has recently announced that it will be working alongside Nvidia, Foxconn, and Uber to launch its own robotaxi service. In Reuters’ report, this is because the companies involved wish to tap into the “booming demand” for self-driving cars. As per the report, the collaboration will leverage Stellantis’ automobile manufacturing capability, Nvidia’s AI and autonomous […] The post Stellantis Plans To Bring Robotaxi In 2028 appeared first on Lowyat.NET.  ( 35 min )
    Canada Announces Investment Into ASEAN Cyber Security Via Malaysia
    At the conclusion of the ASEAN summit, Canada has announced that it is expanding its investment in advancing cybersecurity capacity building in the region. As part of this, the country is investing CA$226,000 (~RM679,746) to the BlackBerry Cybersecurity Center of Excellence (CCoE), in collaboration with the MCMC. This is “to upskill and train cyber-defenders from across […] The post Canada Announces Investment Into ASEAN Cyber Security Via Malaysia appeared first on Lowyat.NET.  ( 33 min )
    BrickBoy Launches On Kickstarter As LEGO Game Boy Emulator Upgrade Kit
    When LEGO launched the Game Boy replica, modders were quick to transform it into a playable handheld. Following a successful attempt by Natalie The Nerd, a group of Swiss creators called Substance Labs has debuted their own take on the upgrade. The BrickBoy comes in three versions, which are all available for pre-order via Kickstarter […] The post BrickBoy Launches On Kickstarter As LEGO Game Boy Emulator Upgrade Kit appeared first on Lowyat.NET.  ( 35 min )
    Astro Announces Astro One Year-End Holiday Promotion
    Astro is rolling out special Astro One promotions to help families enjoy more time together as the year-end holidays draw near. Running from 1 November 2025 to 31 January 2026, the company’s Year-End Holiday Promotion offers specially curated subscription packages that combine value, variety, and convenience. Families can now subscribe to either the Astro One […] The post Astro Announces Astro One Year-End Holiday Promotion appeared first on Lowyat.NET.  ( 33 min )
    Leapmotor B10 Spotted In Malaysia Hinting Possible Local Debut
    The Leapmotor B10, which was recently launched in Thailand, has been sighted in Malaysia. This came to light through a posting by Sobri Sunan on the Malaysian Electric Vehicle Owners Club (myEVOC) Facebook page. The image showcased a camouflaged model of the EV SUV parked in front of a Benelli Best Shop outlet in Nilai, […] The post Leapmotor B10 Spotted In Malaysia Hinting Possible Local Debut appeared first on Lowyat.NET.  ( 35 min )
    Maybank’s MAE App Celebrates 5 Years With Special 5% p.a. Returns Promotion
    Maybank’s digital banking and wallet platform MAE is celebrating its fifth year of operation with a series of special promotions and upcoming feature updates. The bank revealed that nine out of 10 MAE users actively use the app daily for transactions, highlighting its strong adoption among Malaysians. According to Maybank, its app now has 10.7 […] The post Maybank’s MAE App Celebrates 5 Years With Special 5% p.a. Returns Promotion appeared first on Lowyat.NET.  ( 35 min )
    Samsung May Hike Galaxy Phone Prices Due To DRAM Shortage
    If you’ve been holding off on upgrading to a new phone, you may want to rethink that decision as the devices could be getting pricier pretty soon. Memory chips, particularly DRAM modules, are becoming more expensive, which in turn will lead to costlier electronics. And despite being a major memory manufacturer, Samsung might increase the […] The post Samsung May Hike Galaxy Phone Prices Due To DRAM Shortage appeared first on Lowyat.NET.  ( 34 min )
    Insta360 X4 Air Launches; Starts From RM1,599
    Insta360 has introduced the new X4 Air, a lightweight 8K 360-degree camera designed to sit between the company’s X4 and flagship X5 models. Despite its compact form, the new camera promises high-end performance at a more accessible price point. Weighing just 165 grams, the X4 Air is the lightest 8K 360 camera the company has […] The post Insta360 X4 Air Launches; Starts From RM1,599 appeared first on Lowyat.NET.  ( 34 min )
    Razer Announces Huntsman V3 Pro 8KHz; Starts From RM1,099
    Earlier, Razer announced its Esports Green Collection which included a handful of unreleased products. One of these was the Raiju V3 Pro. Another, as it turns out, is the Huntsman V3 Pro Tenkeyless 8KHz. This is because the gaming peripheral brand has only recently announced the 8KHz variants of the optical keyboard. With that being […] The post Razer Announces Huntsman V3 Pro 8KHz; Starts From RM1,099 appeared first on Lowyat.NET.  ( 34 min )

  • Open

    When O3 is 2x slower than O2
    Comments  ( 8 min )
    Preserving Digital Memory at the Festival of Floppies
    Comments
    Detour: Dynamic linking on Linux without Libc
    Comments  ( 12 min )
    Keeping the Internet fast and secure: introducing Merkle Tree Certificates
    Comments  ( 14 min )
    SwirlDB: Modular-first, CRDT-based embedded database
    Comments  ( 2 min )
    Tinkering is a way to acquire good taste
    Comments  ( 5 min )
    A Defense of Philosophical Intuitions
    Comments
    Generative AI Image Editing Showdown
    Comments
    Boring is what we wanted
    Comments  ( 4 min )
    Why do some radio towers blink?
    Comments  ( 8 min )
    Show HN: Tamagotchi P1 for FPGAs
    Comments  ( 13 min )
    Mapping the off-target effects of every FDA-approved drug in existence
    Comments  ( 46 min )
    HTTPS by default
    Comments  ( 24 min )
    What we talk about when we talk about sideloading
    Comments  ( 4 min )
    Springs and bounces in native CSS
    Comments  ( 27 min )
    Cancer survival rates are misleading
    Comments  ( 15 min )
    Show HN: CoordConversions NPM Module for Map Coordinate Conversions
    Comments  ( 47 min )
    Fil-C: A memory-safe C implementation
    Comments  ( 10 min )
    The Naked Man Problem and the Secret to Never Forgetting Numbers
    Comments  ( 3 min )
    Why does Swiss cheese have holes?
    Comments
    Show HN: Pipelex – Declarative language for repeatable AI workflows
    Comments  ( 26 min )
    The decline of deviance
    Comments  ( 49 min )
    Using AI to negotiate a $195k hospital bill down to $33k
    Comments  ( 13 min )
    Nvidia takes $1B stake in Nokia
    Comments  ( 83 min )
    Show HN: Research Hacker News, ArXiv & Google with Hierarchical Bayesian Models
    Comments  ( 2 min )
    Whole Earth Index
    Comments  ( 36 min )
    Frozen String Literals: Past, Present, Future?
    Comments  ( 15 min )
    EuroLLM: LLM made in Europe built to support all 24 official EU languages
    Comments  ( 4 min )
    RegEx Crossword
    Comments  ( 1 min )
    Learning from Sudoku Solvers (2007)
    Comments  ( 26 min )
    The AirPods Pro 3 flight problem
    Comments  ( 6 min )
    Asus Announces October Availability of ProArt Display 8K PA32KCX
    Comments  ( 16 min )
    Ubiquiti SFP Wizard
    Comments  ( 11 min )
    China has added forest the size of Texas since 1990
    Comments  ( 3 min )
    Frank Gasking on preserving «lost» games
    Comments  ( 14 min )
    Floppy Disk / Diskettes // retrocmp / retro computing
    Comments  ( 2 min )
    Tailscale Services
    Comments  ( 12 min )
    Resolution limit of the eye – how many pixels can we see?
    Comments  ( 30 min )
    We need a clearer framework for AI-assisted contributions to open source
    Comments  ( 7 min )
    The Impossible Optimization, and the Metaprogramming to Achieve It
    Comments  ( 13 min )
    Austria: Pylons as sculpture for public acceptance of expanding electrification
    Comments  ( 3 min )
    Sufficiently Smart Compiler
    Comments  ( 3 min )
    Rats filmed snatching bats from air for first time
    Comments
    Reverse-engineered CUPS driver for Phomemo receipt/label printers
    Comments  ( 23 min )
    GLP-1 therapeutics: Their emerging role in alcohol and substance use disorders
    Comments
    Quantifying pass-by-value overhead
    Comments  ( 5 min )
    Handwriting Programs in J
    Comments  ( 6 min )
  • Open

    IBM's open source Granite 4.0 Nano AI models are small enough to run locally directly in your browser
    In an industry where model size is often seen as a proxy for intelligence, IBM is charting a different course — one that values efficiency over enormity, and accessibility over abstraction. The 114-year-old tech giant's four new Granite 4.0 Nano models, released today, range from just 350 million to 1.5 billion parameters, a fraction of the size of their server-bound cousins from the likes of OpenAI, Anthropic, and Google. These models are designed to be highly accessible: the 350M variants can run comfortably on a modern laptop CPU with 8–16GB of RAM, while the 1.5B models typically require a GPU with at least 6–8GB of VRAM for smooth performance — or sufficient system RAM and swap for CPU-only inference. This makes them well-suited for developers building applications on consumer hardwa…
    Microsoft’s Copilot can now build apps and automate your job — here’s how it works
    Microsoft is launching a significant expansion of its Copilot AI assistant on Tuesday, introducing tools that let employees build applications, automate workflows, and create specialized AI agents using only conversational prompts — no coding required. The new capabilities, called App Builder and Workflows, mark Microsoft's most aggressive attempt yet to merge artificial intelligence with software development, enabling the estimated 100 million Microsoft 365 users to create business tools as easily as they currently draft emails or build spreadsheets. "We really believe that a main part of an AI-forward employee, not just developers, will be to create agents, workflows and apps," Charles Lamanna, Microsoft's president of business and industry Copilot, said in an interview with VentureBeat.…
    GitHub's Agent HQ aims to solve enterprises' biggest AI coding problem: Too many agents, no central control
    GitHub is making a bold bet that enterprises don't need another proprietary coding agent: They need a way to manage all of them. At its Universe 2025 conference, the Microsoft-owned developer platform announced Agent HQ. The new architecture transforms GitHub into a unified control plane for managing multiple AI coding agents from competitors including Anthropic, OpenAI, Google, Cognition and xAI. Rather than forcing developers into a single agent experience, the company is positioning itself as the essential orchestration layer beneath them all. Agent HQ represents GitHub's attempt to apply its collaboration platform approach to AI agents. Just as the company transformed Git, pull requests and CI/CD into collaborative workflows, it's now trying to do the same with a fragmented AI coding l…
    Intuit learned to build AI agents for finance the hard way: Trust lost in buckets, earned back in spoonfuls
    Building AI for financial software requires a different playbook than consumer AI, and Intuit's latest QuickBooks release provides an example. The company has announced Intuit Intelligence, a system that orchestrates specialized AI agents across its QuickBooks platform to handle tasks including sales tax compliance and payroll processing. These new agents augment existing accounting and project management agents (which have also been updated) as well as a unified interface that lets users query data across QuickBooks, third-party systems and uploaded files using natural language. The new development follow years of investment and improvement in Intuit's GenOS, allowing the company to build AI capabilities that reduce latency and improve accuracy. But the real news isn't what Intuit built …
    PayPal’s agentic commerce play shows why flexibility, not standards, will define the eext c-commerce wave
    Enterprises looking to sell goods and services online are waiting for the backbone of agentic commerce to be hashed out; but PayPal is hoping its new features will bridge the gap. The payments company is launching a discoverability solution that allows enterprises to make its product available on any chat platform, regardless of the model or agent payment protocol.  PayPal, which is a participant in Google’s Agent Payments Protocol (AP2), found that it can leverage its relationship with merchants and enterprises to help pave the way for an easier transition into agentic commerce and offer flexibility that will benefit the ecosystem.  Michelle Gill, PayPal's GM for small business and financial services, told VentureBeat that AI-powered shopping will continue to grow, so enterprises and bran…
  • Open

    SUI Slides 3.4% as $2.60 Support Snaps on 180% Volume Surge
    Volume spiked 180% over average as nearly 2.7M tokens traded in a single minute.  ( 29 min )
    Tether Tokenized Gold Reserves Exceeded 11.6 Tons in Q3 Amid Yellow Metal's Rally
    Tether's gold-backed token swelled above $2 billion market cap, driven by record prices and surging retail demand, CEO Paolo Ardoino said in an interview.  ( 29 min )
    Bitcoin Sinks Below $113K as Stocks Hit Records; Sell-Off Could Have Room to Run, Says Bitfinex
    Nvidia closed in on a $4 trillion market cap amid CEO Jensen Huang's keynote speech at a tech conference, seemingly sucking capital out of crypto on Tuesday afternoon.  ( 29 min )
    Blockchain-Based Polymarket Eyes U.S. Comeback by November: BBG
    Polymarket previously announced it would launch a token and had acquired a CFTC-registered entity.  ( 29 min )
    Ethereum’s Fusaka Upgrade Completes Final Hoodi Test Ahead of Mainnet Launch
    With all three tests done, developers will finalize the date that Fusaka will go live on mainnet, tentatively aiming for December 3.  ( 29 min )
    SharpLink Plans $200M ETH Deployment on Consensys’ Linea Over Multiple Years
    SharpLink said it will use Anchorage Digital to deploy ether on Linea, combining ether.fi staking and EigenCloud restaking to seek yield under institutional controls.  ( 30 min )
    Chainlink Underpins Balcony's $240B Real Estate Tokenization Platform
    Balcony will use Chainlink’s Runtime Environment (CRE) to bring over $240 billion worth of government-sourced property data onchain.  ( 30 min )
    Western Union to Launch Stablecoin on Solana With Anchorage Digital
    The U.S. dollar-pegged token is expected to become available in the first half of 2026.  ( 28 min )
    Bitcoin's Offshoot, BCH, Edges Up 1% to Challenge Downtrend
    Minor gains accompanied by elevated volume suggest underlying accumulation despite muted price action.  ( 30 min )
    55 Years of Financial Surveillance
    Reform needs to happen before the Bank Secrecy Act gets to celebrate its next big milestone, argues Nicholas Anthony, a policy analyst at the Cato Institute.  ( 32 min )
    Wealth Managers Scramble to Add Crypto as UAE's Ultra-Rich Demand Digital Assets
    Swiss software firm Avaloq, which serves numerous private banks and wealth managers, surveyed trends in high net worth (HNW) investing in the UAE.  ( 32 min )
    Heather 'Razzlekhan' Morgan's Release From Prison Wasn't Us, White House Says
    Despite her social-media suggestions that President Donald Trump let the rapper out earlier from her Bitfinex hack sentence, an official said that's not the case.  ( 32 min )
    XLM Gains 2.3% to $0.3314 as Payment Networks Drive Institutional Interest
    XLM gains 2.3% in 24 hours, breaking above key resistance amid surging European session volume and growing institutional focus on blockchain-based payments.  ( 30 min )
    BNB Drops After $1.65B Token Burn, Eyes Resistance Near $1,150
    Traders face a mixed outlook, with BNB's deflationary mechanics potentially leading to a boost if demand grows, but technicals show the price stuck in a narrow range.  ( 30 min )
    Hedera Jumps 25.7% Breaking Key Resistance as Spot ETF Launches
    HBAR jumped above $0.20 as Canary Capital's HBAR ETF began NYSE trading with institutional backing from BitGo.  ( 30 min )
  • Open

    How to Manage Assets in Flutter using flutter_gen
    Managing assets like images, icons, and fonts in a Flutter project can quickly become a tedious task, especially as your application grows. Manual referencing is prone to typos, introduces maintenance overhead, and can hinder team collaboration. Fort...  ( 9 min )
    How to Build Responsive UIs in Flutter
    Building responsive UIs in Flutter can be challenging, especially when you want your app to look great on phones, tablets, and desktops without maintaining multiple layouts. Fortunately, Flutter provides powerful tools like MediaQuery, LayoutBuilder,...  ( 17 min )
    How to Build a Chrome Extension That Analyzes Any Web Page Using JavaScript and Manifest V3
    Have you ever visited a website and wondered how well is this page structured? Does it have a meta description? How many links or headings does it use? Usually, you’d open DevTools or an SEO auditing tool to find answers to these questions. But what ...  ( 7 min )
    How to Build Your First Dynamic Performance Test in Apache JMeter
    As a QA engineer, I have always found performance testing to be one of the most exciting and underrated parts of software testing. Yes, functional testing is important, but it’s of little use if users have to wait for 5 seconds for each page to load....  ( 8 min )
  • Open

    Roundtables: Seeking Climate Solutions in Turbulent Times
    Companies are pursuing climate solutions amid shifting U.S. politics and economic uncertainty. Drawing from MIT Technology Review’s 10 Climate Tech Companies to Watch list, this session highlights the most promising technologies—from electric trucks to gene-edited crops—and explores the challenges companies face in advancing climate progress today. Speakers: Casey Crownhart, Senior Climate Reporter; James Temple, Senior Climate…  ( 16 min )
    Finding return on AI investments across industries
    The market is officially three years post ChatGPT and many of the pundit bylines have shifted to using terms like “bubble” to suggest reasons behind generative AI not realizing material returns outside a handful of technology suppliers.  In September, the MIT NANDA report made waves because the soundbite every author and influencer picked up on…  ( 22 min )
    The Download: Microsoft’s stance on erotic AI, and an AI hype mystery
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. “We will never build a sex robot,” says Mustafa Suleyman Mustafa Suleyman, CEO of Microsoft AI, is trying to walk a fine line. On the one hand, he thinks that the industry is…  ( 21 min )
    “We will never build a sex robot,” says Mustafa Suleyman
    Mustafa Suleyman, CEO of Microsoft AI, is trying to walk a fine line. On the one hand, he thinks that the industry is taking AI in a dangerous direction by building chatbots that present as human: He worries that people will be tricked into seeing life instead of lifelike behavior. In August, he published a…  ( 33 min )
    An AI adoption riddle
    A few weeks ago, I set out on what I thought would be a straightforward reporting journey.  After years of momentum for AI—even if you didn’t think it would be good for the world, you probably thought it was powerful enough to take seriously—hype for the technology had been slightly punctured. First there was the…  ( 20 min )
  • Open

    QuickNode Launches Support for Arc, a New Layer 1 Designed as the Economic OS for the Internet
    QuickNode now supports Arc, Circle’s open Layer 1 built for stablecoin-native finance—offering enterprise-grade speed, reliability, and USDC gas.  ( 5 min )

  • Open

    Show HN: Settling the Score – A point-and-click adventure rhythm game
    Comments
    3M Diskette Reference Manual (1983) [pdf]
    Comments  ( 115 min )
    Blue Prince (1989)
    Comments  ( 2 min )
    Welcome to hell; please drive carefully
    Comments  ( 7 min )
    Movycat – A terminal movie player written in Zig
    Comments  ( 7 min )
    The seven second kernel compile
    Comments  ( 6 min )
    Show HN: Meals You Love – AI-powered meal planning and grocery shopping
    Comments
    The Last PCB You'll Ever Buy [video]
    Comments
    Why imperfection could be key to Turing patterns in nature
    Comments  ( 8 min )
    How blocks are chained in a blockchain
    Comments  ( 7 min )
    Beyond Smoothed Analysis: Analyzing the Simplex Method by the Book
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  • Open

    How to Build a CRUD App with TanStack Start and TanStackDB (with RxDB Integration)
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    How to Use Closures in Go
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  • Open

    MiniMax-M2 is the new king of open source LLMs (especially for agentic tool calling)
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    Anthropic rolls out Claude AI for finance, integrates with Excel to rival Microsoft Copilot
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    Google Cloud takes aim at CoreWeave and AWS with managed Slurm for enterprise-scale AI training
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  • Open

    The Download: what to make of OpenAI’s Atlas browser, and how to make climate progress
    This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. I tried OpenAI’s new Atlas browser but I still don’t know what it’s for —Mat Honan OpenAI rolled out a new web browser last week called Atlas. It comes with ChatGPT built in,…  ( 21 min )
    I tried OpenAI’s new Atlas browser but I still don’t know what it’s for
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  • Open

    Understanding Hoisting in JavaScript: A Simple Guide
    JavaScript Hoisting 🔹 What is Hoisting? In simple terms: Using var Variables declared with var are hoisted to the top of their scope and are initialized with a value of undefined. This means you can access the variable before its declaration without an error, but its value will be undefined until the assignment is made. Example: code: console.log(myVar); // Outputs: undefined var myVar = "Hello, World!"; console.log(myVar); // Outputs: "Hello, World!" How JavaScript sees it: var myVar; // Declaration is hoisted and initialized as undefined console.log(myVar); myVar = "Hello, World!"; // Initialization happens here console.log(myVar); Using let and const Variables declared with let and const are also hoisted, but they …  ( 8 min )
    Compose Beginner 1: Why Jetpack Compose Changed Android Forever
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    CNCF [Cloud Native Computing Foundation]: Enabling Multi-Cluster Load Balancing with Gateway API and Envoy Gateway
    Enabling Multi-Cluster Load Balancing, Simplified Managing Kubernetes load balancers across hybrid and multi-cloud setups is a headache when you’re stuck with cloud-provider locks or bare-metal gaps. This session lays out a neat recipe: use Gateway API and Envoy Gateway to spin up a dedicated load-balancer cluster with a centralized control plane, orchestrate multiple Envoy Gateways across clusters, and tame both L4 and L7 traffic with a few extra Kubernetes controllers. Why You Should Care We’ll walk you through the real-world pros and cons, share battle-tested tips for bare-metal and cloud alike, and show how this approach can redefine your app delivery. Swing by KubeCon + CloudNativeCon North America in Atlanta (Nov 10–13) to catch this talk, mingle with CNCF projects, and level up your multi-cluster load-balancing game. Watch on YouTube  ( 6 min )
    CNCF [Cloud Native Computing Foundation]: Crossing the border - VM goes on a BGP adventure - Or Mergi
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    Boost Your Visibility: Why You Need a Specialized Adult SEO Company
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    Essential Mobile Testing Tools: A Developer's Complete Guide
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    SFTP vs FTP: Why You Should Always Choose Secure SFTP
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    Stop-Guessing-Start-Measuring-A-Pragmatic-Guide-to-Web-Performance
    GitHub Home It was another Black Friday. At 3 AM, my phone started screaming like crazy. 😱 It wasn't my alarm; it was the monitoring alert. Our flagship e-commerce service, the system we had poured six months of hard work into, had crumbled like a paper house in the face of peak traffic. CPU at 100%, memory overflows, and logs filled with timeout errors. 💸 That night, we lost millions in sales and, more importantly, our users' trust. It was one of the darkest nights of my career. 🔥 From that day on, I understood a principle: performance is not an option; it is the lifeline of a service. As an old-timer who has been in the coding world for nearly forty years, I've seen too many teams make mistakes when it comes to performance. They are either too optimistic, believing that "hardware will…  ( 10 min )
    11 problems I have noticed building Agents (and fixes nobody talks about)
    I have been working on agents for a while now and while it’s exciting, there are definitely parts that are tough to get right. Over time, I have kept a mental list of the things that consistently slow me down. It’s no surprise that many new SDKs and frameworks have popped up to solve these pain points. In this post, I will share the toughest issues I have run into while building agents and how you can try to approach each of those. More seriously, I think the biggest challenge is using agent frameworks that try to do everything and end up feeling like overkill. Those frameworks are powerful and can do amazing things, but in practice, you end up only using 10% and then you realize that it's too complex to do the simple, specific things you need it to do. It's like fighting the framework in…  ( 19 min )
    [Boost]
    From Developing MonkeysLegion Framework to Building a Next-Gen CMS! Marouane Amanar ・ Oct 27  ( 5 min )
    9 reasons why Edge AI development is so hard
    Even though we’re a company specialized in Edge AI and most of our team spends their days building and deploying models to all kinds of devices – there’s no getting around the fact that all edge developers still run into recurring challenges on an almost daily basis. That’s why we decided to do a small in-house investigation to figure out what we can agree are the biggest challenges in or related to Edge AI development today. In this blog post, we present the results. One of the biggest challenges with the edge is that systems often need to meet real-time latency requirements. For example, it is not certain that an autonomous vehicle has time to send data back and forth to the cloud – decisions must be made immediately. At the same time, the computers on edge devices are tiny compared to d…  ( 10 min )
    From Developing MonkeysLegion Framework to Building a Next-Gen CMS!
    Having hands-on experience developing the MonkeysLegion framework has been the foundation for everything we’re building now. What started as a technical experiment, designing a flexible, headless, and API-first system, has evolved into a real AI-powered CMS product. Working on the core framework taught me so much about structuring code, building modular systems, and making tools that are actually usable by developers. Those lessons are now paying off as we turn MonkeysLegion into a real product, a CMS that’s not just about storing content, but about giving teams real control, flexibility, and efficiency. Even though I’m still early in my career, I’ve taken responsibility for the technical side of the project, guiding implementation, coordinating contributors, and making sure our architecture is solid. At the same time, I’m lucky to be working with @yorchperaza, who has 20+ years of experience. His guidance on architecture and strategy has been invaluable. It’s been a balance of taking ownership while learning from someone I deeply respect. Every decision feels like it matters, because we want this system to scale and be reliable from the start. Even before the product is fully ready, starting early will show its value. Investors will see something tangible, collaborators will be more excited when there’s momentum, and the team can experiment without waiting for perfect conditions. Every small progress step feels huge. Start with a strong foundation: Experience building the framework made product decisions much easier. Take ownership while staying open: Balancing responsibility with learning from experienced mentors accelerates growth. Document and communicate: Clear decisions and reasoning save time, reduce conflicts, and build trust. Everyone's welcome on the journey 🔥 If you want to be part of the journey, you’re always welcome!! Feel free to contact @yorchperaza or me on Dev.to, or via email: marouane.amanar07@gmail.com or on LinkedIn: https://www.linkedin.com/in/marouane-amanar/  ( 8 min )
    eb3/Web4 Manga Stack — with MindsEye, BlueFlow, Binflow & PoF
    0) Premise Web3: asset ownership, on-chain royalties, composability (ERC-721/1155/SBT, IPFS/Arweave). Web4: contextual, autonomous, multi-agent flows (MindsEye + BlueFlow + Binflow + Proof-of-Flow). Every contribution = flow event (time-labeled, signed), every view = verifiable impression attached to the exact assets used. Domain Humans BlueFlow Co-Agents Writing/Lore 3 Plotwright Storyboard 4 BeatBoard Pencils 6 LineForge Inks 5 BlackBlade Tones 4 ToneSmith Letter/SFX 3 TypeShō Color/FX 2 HueMancer Editors/PM 2 Continuum / ShipRite Dev/Ops 1 LedgerOps Legal/Rev 0 SplitMaster (automated) Each co-agent carries Auth0 credentials, emits Binflow events, and signs work proofs. Chapter NFT (ERC-1155) → the bundle Page SBT (non-transferable) → provenance & credits …  ( 9 min )
    Introducing react-state-custom: A Hook-First State Management Library
    React 19 is on the horizon, and many of us are looking for ways to simplify state management without sacrificing performance or type safety. If you’ve been frustrated by heavy boilerplate or global stores that trigger unnecessary re-renders, react‑state‑custom may be the lightweight alternative you’ve been waiting for. Many popular solutions rely on reducers and dispatch functions, introducing patterns that feel disconnected from the rest of your React code. React‑state‑custom takes a different approach: it’s hook‑first and event‑driven. You write your state logic using the same hooks you already know (useState, useEffect, useMemo, etc.) and share it across components with a single line of code. Key benefits include: Zero boilerplate: no reducers or actions. Selective re‑renders: component…  ( 8 min )
    Seamless Data Transformation: Converting CSV to Excel and Excel to CSV in Java
    Data management often involves moving information between different formats. Two of the most common are Comma Separated Values (CSV) and Microsoft Excel (XLSX/XLS). For Java developers, the need to convert CSV to Excel and convert Excel to CSV is a frequent requirement in applications ranging from reporting tools to data integration pipelines. This article provides a practical, step-by-step guide to tackling these java conversion challenges using a powerful and efficient library. To effectively handle Excel and CSV conversions in Java, we'll leverage Spire.XLS for Java. This library is a robust and feature-rich API designed for creating, reading, writing, and converting Excel documents. It supports a wide range of Excel features, including charts, formulas, pivot tables, and, crucially for…  ( 8 min )
    #java
    What is java? Java is a high-level, object-oriented programming language developed by Sun Microsystems in 1995. It is mostly used for building desktop applications, web applications, Android apps, and enterprise systems. Java works on different platforms (Windows, Mac, Linux, Raspberry Pi, etc.) It is one of the most popular programming languages in the world It has a large demand in the current job market It is easy to learn and simple to use It is open-source and free It is secure, fast and powerful It has huge community support (tens of millions of developers) Java is an object oriented language which gives a clear structure to programs and allows code to be reused, lowering development costs As Java is close to C++ and C#, it makes it easy for programmers to switch to Java or vic…  ( 7 min )
    When async design meets rhythm-driven feedback
    Every product has a heartbeat that most ignore. Async design shows how timing defines performance. When rhythm leads the build, structure feels natural. Don’t chase output, shape the tempo.  ( 6 min )
    How to Set Paragraph Spacing Before and After in C#
    When programmatically generating or modifying Word documents in C#, developers often encounter the challenge of precisely controlling text layout and appearance. One common yet crucial aspect is managing paragraph spacing. While manually adjusting spacing in Word is straightforward, achieving the same level of control programmatically requires specific tools and techniques. This article aims to demystify this process, guiding you on how to effectively Set Paragraph Spacing before and after using C#, with a particular focus on leveraging a powerful library: Spire.Doc for .NET. Mastering C# Paragraph Spacing is key to producing professional, readable, and perfectly formatted documents automatically. In Microsoft Word, "spacing before" and "spacing after" refer to the vertical distance betwee…  ( 9 min )
    Sync-in Server 1.8 — Internationalization, performance improvements, and more
    Sync-in is a self-hosted file and collaboration platform focused on privacy, simplicity, and control. This new release makes Sync-in more accessible, faster, and lighter than ever. 👉 Full release notes Sync-in now supports 14 languages, including 🇬🇧 English, 🇫🇷 French, 🇩🇪 German, 🇪🇸 Spanish, 🇵🇹 Portuguese, 🇧🇷 Brazilian Portuguese, 🇮🇹 Italian, 🇨🇳 Chinese, 🇮🇳 Hindi, 🇹🇷 Turkish, 🇯🇵 Japanese, 🇰🇷 Korean, 🇵🇱 Polish, and 🇷🇺 Russian. Languages are automatically detected or can be manually selected in user profiles. 🔍 Full-text search with configurable indexing per instance and space 📊 Storage quotas including external shares and anchored locations 🖼️ 3× faster photo thumbnails 🐳 Lighter Docker image with fewer dependencies ⚡ Better memory efficiency on small systems (e.g. Raspberry Pi) Sync-in keeps growing with its community — making collaboration secure, sovereign, and simple.  ( 6 min )
    China's Ambitious AI Plan: Harnessing Deep Learning for Military Advancements
    China's DeepSeek Tech Raises Concerns of Autonomous Warfare The recent development of China's autonomous AI-powered technologies, including robot dogs and drone swarms, has sparked fears of an era of war driven by advanced artificial intelligence. The technology, known as DeepSeek, has been touted for its potential to revolutionize industries such as logistics and security. However, experts warn that it also raises significant concerns about the use of autonomous systems in military applications. What is DeepSeek? DeepSeek is a suite of AI-powered technologies developed by Chinese companies, including robotics and drone manufacturers. The system utilizes advanced computer vision, machine learning, and sensor fusion to enable autonomous decision-making and action. This means that DeepSeek-e…  ( 7 min )
    Sparsity Unleashed: Dynamic Activations for Leaner AI
    Sparsity Unleashed: Dynamic Activations for Leaner AI Tired of monstrous AI models hogging resources? Imagine shrinking those beasts without sacrificing performance. We're diving into a game-changing technique that could revolutionize how we build efficient and powerful neural networks. This hinges on a new approach to activation functions. Instead of a single, fixed transformation, think of a panel of specialized 'experts,' each a mini-network. For every input, a learned routing mechanism intelligently chooses which experts get activated. This selective activation creates sparsity, dramatically reducing computation while maximizing the relevant knowledge applied to each input. It's like having a toolbox filled with specialized tools, but only grabbing the ones needed for a specific task…  ( 7 min )
    Outil de Cybersécurité du Jour - Oct 27, 2025
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    Why Rust is the most Readable Language.
    Sometimes, it is not even the programmers fault, your language just sucks; you’ve got multiple derefs here and there, or you have some piece of code that you can’t predict response type until runtime, and much more. I believe Rust has to be the most readable language there is right now, arguably. Here’s Why I Think Rust Is the Most Readable Language You know that thing most interpreted languages do: You can cast types implicitly. You have types switching from strings to numbers, from bigInts to small ones, and vice versa, implicitly. Although this is cool, it adds a layer of ambiguity to the code. You cannot easily know when a type may have changed or would even change, and since this is usually handled by their interpreter, it makes it harder to debug it, leaving you with totally unplanne…  ( 13 min )
    From College Struggles to Google-Recognized AI Founder: Disrupting the AI Agency Model with OnePersonAI
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    Perl 🐪 Weekly #744 - London Perl Workshop 2025
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    Taint analysis in PVS-Studio C and C++ analyzer
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    Candy Overdose — Trick or Treating on the Internet 👻🍬
    This is a submission for Frontend Challenge - Halloween Edition, Perfect Landing I built Candy Overdose, a virtual Halloween experience where you can go trick-or-treating across the internet. Instead of walking from house to house, you visit other players’ profiles — each one dressed up in their real Halloween costume. When you visit someone, they give you digital candy… and when others visit you, you give them candy back! 🎃 Every player gets a Basic Candy Income (+3 daily candies), and you can earn even more by being active and creative. Only real costumes allowed. The goal is to make online Halloween feel authentic. 🌐 Live Demo: absurd.website/candy-overdose 👉 Visit Candy Overdose Each profile becomes a tiny haunted house in a shared digital neighborhood. This started as part of the ABSURD.website experimental web universe — a network of playful, surreal online experiences. The idea came from a simple question: “What if Halloween could exist entirely online — but still feel real?” I wanted to build something that celebrates people’s real creativity. That’s why every photo is human-made, every like gives you candy, and every profile feels alive. Game will be active only till Nov 3. Technically, it’s built with a custom lightweight front-end system + php that powers multiple absurd.website projects under one shared account system. The landing page focuses on atmosphere — minimal, strange, and immersive. Created by: JanisK @ absurd.website Built for: Frontend Challenge - Halloween Edition, Perfect Landing Theme: Authentic Internet Halloween  ( 6 min )
    About virtual private networks definition of VPN its advantages and disadvantages
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    [CKE & Snowflake Intelligence] Smart AI-Powered Search for Snowflake Documentation!
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    Stop-Guessing-Start-Measuring-A-Pragmatic-Guide-to-Web-Performance
    GitHub Home It was another Black Friday. At 3 AM, my phone started screaming like crazy. 😱 It wasn't my alarm; it was the monitoring alert. Our flagship e-commerce service, the system we had poured six months of hard work into, had crumbled like a paper house in the face of peak traffic. CPU at 100%, memory overflows, and logs filled with timeout errors. 💸 That night, we lost millions in sales and, more importantly, our users' trust. It was one of the darkest nights of my career. 🔥 From that day on, I understood a principle: performance is not an option; it is the lifeline of a service. As an old-timer who has been in the coding world for nearly forty years, I've seen too many teams make mistakes when it comes to performance. They are either too optimistic, believing that "hardware will…  ( 10 min )
    No Laying Up Podcast: The Booth Vol.23 | Trap Draw, Ep 365
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    Jeff Su: The Productivity System I Taught to 6,642 Googlers
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    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
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    CinemaSins: Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less
    TL;DR CinemaSins takes “Final Destination: Bloodlines” apart with its trademark blend of snark and admiration—calling the endless chain of freaky deaths “nonsense, but fun nonsense” while pointing out every plot hole and logic fail. Along the way they plug a BetterHelp discount, shout out their main site and YouTube offshoots (TVSins, CommercialSins, CinemaSins Podcast Network), and nudge you toward polls, Patreon, Discord, Reddit, and all their social channels. Watch on YouTube  ( 6 min )
    I’ve tried dozens of planners, routines, and habits, but nothing worked long-term until I created my own 90-Day Self-Improvement Plan, powered by reflection, structure, and AI.
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    Check out the guide on - Mastering Support Vector Regression for Real-World Analytics
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    Web Scraping for Consumer Research: A Python & BeautifulSoup Tutorial
    Introduction: The "Why" Behind the Code As a data analyst, I'm obsessed with turning chaos into clarity. One of the most chaotic environments for consumers is the UK's online entertainment market. It's a wall of noise: flashy promises, complex terms, and dozens of near-identical platforms. How can a regular person make an informed decision? The answer is data. But where does that data come from? You have to gather it. This tutorial is a deep dive into the 'how'. I'm going to walk you through a complete, beginner-friendly web scraping project using Python, requests, and BeautifulSoup. We'll build a conceptual scraper to gather data from a sample webpage, clean it, and structure it for analysis. This is the foundational skill for any data-driven consumer research project. Before we write a…  ( 10 min )
    Boost your business agility with Cloud Computing
    In today’s fast-paced world, businesses need scalability, flexibility, and speed. That’s exactly what cloud computing delivers — helping companies cut costs, improve performance, and innovate faster. Imobisoft helps organisations design, build, and manage custom cloud solutions across AWS, Azure, and Google Cloud. From migration and integration to ongoing optimisation, their approach ensures your systems are secure, scalable, and future-ready. Cloud isn’t just tech — it’s a strategy for growth. With the right cloud partner like Imobisoft, your business can adapt faster, make smarter decisions, and stay ahead in a competitive digital landscape. Learn more here: https://imobisoft.co.uk/services/cloud-computing/  ( 6 min )
    The 90-Day Self-Improvement Plan I Built (and Followed)
    Everyone loves the idea of transformation. I’ve tried dozens of planners, routines, and habits, but nothing worked long-term until I created my own 90-Day Self-Improvement Plan, powered by reflection, structure, and AI. It’s not just a plan. It’s a system for discipline, clarity, and renewal; the same one that helped me balance ReThynk AI, books, workouts, and content creation without burnout. Let me share how it works. 1️⃣ Phase 1: Recalibrate (Days 1–30) The first 30 days are all about decluttering your mind and setting foundations. Goals: Identify where you’re losing focus Simplify commitments Rebuild self-trust through daily wins Daily Practice: 10 minutes journaling: “What drained my energy today?” 30 minutes workout or walk 1 reflective question to AI: Help me reframe this thought: I…  ( 9 min )
    Distributed Applications. Part 3 - Distributed State
    This blog is part of a series on designing distributed applications. In this chapter, we look at distributed state - or rather, the applications that manage it, databases. We won't go too deep into the individual products, and instead try to keep the discussion about the tradeoffs of particular approaches. The simplest database is a file (or a block device). You can seek around and write to it, or you can mmap it and write to memory. What are the issues with using a file as a database? Lack of a networked API - you can't expose a file on a TCP port, you need an intermediary (which is a shame, linux has all kinds of low-level file oriented primitives - why not this one?), lack of granular concurrency - you can only lock the entire file, and lack of high-availability - a file can't natively …  ( 9 min )
    Glossary: 50 Trading Terms Every New Investor Should Know
    Introduction The world of investing can be exciting—but also overwhelming, especially when faced with unfamiliar financial jargon. From “bull markets” to “P/E ratios,” traders use a language of their own. At Globridge Tech, we believe informed investors make smarter decisions. That’s why we’ve created this comprehensive glossary of 50 essential trading terms every new investor should know. Whether you’re setting up your first trading account or refining your market strategy, this guide will help you speak the language of the markets with confidence. The Essential Trading Glossary A–E Asset – Anything of value that can be owned or traded, such as stocks, bonds, or commodities. Ask Price – The lowest price a seller is willing to accept for a security. Bear Market – A period when prices are …  ( 9 min )
    Inspect DLP Policies with One URL: Unlocking DLP Visibility
    When managing environments in Power Platform, understanding the Data Loss Prevention (DLP) policies applied to each one is crucial for governance, compliance, and troubleshooting. DLP policies control which connectors can be used together in apps and flows. If you're wondering why a flow is blocked from using a connector, the answer often lies in the environment-specific DLP settings. https://admin.powerplatform.microsoft.com/security/dataprotection/dlp/environmentFilter/{environmentId} Just replace {environmentId} with your actual environment GUID. Governance reviews: Ensure environments follow organizational data policies. Troubleshooting: Diagnose connector restrictions in apps or flows. Audits: Validate policy scope across multiple environments.  ( 6 min )
    Your-Deployments-Are-Stuck-in-the-Past-The-Lost-Art-of-the-Hot-Restart
    GitHub Home I still vividly remember that Friday midnight. I, a man in my forties who should have been at home enjoying the weekend, was instead in a cold server room, the hum of fans buzzing in my ears, and a stream of error logs scrolling endlessly on the terminal before me. What was supposed to be a "simple" version update had turned into a disaster. The service wouldn't start, the rollback script failed, and on the other end of the phone was the furious roar of a client. At that moment, staring at the screen, I had only one thought: "There has to be a better way." We old-timers grew up in an era when the term "maintenance window" was a fact of life. We were used to pausing services in the dead of night, replacing files, and then praying that everything would go smoothly. Deployment was…  ( 12 min )
    Is there still a working Google News API available for developers in 2025?
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    Turbocharge Your Code Security: AI Bug Hunting is Here
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    Your-Dev-Server-is-Lying-to-You-The-Critical-Difference-Between-Hot-Reload-and-Hot-Restart
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    Step-by-Step Guide to Push a New Project to GitHub
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    "Map My Words": Building a Google Maps + Gemini App in a Coffee Break!
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    Recycling Pretrained Checkpoints: Orthogonal Growth of Mixture-of-Experts forEfficient Large Language Model Pre-Training
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    Check out the guide on - The Power of Grouping in Tableau
    The Power of Grouping in Tableau Dipti Moryani ・ Oct 27  ( 6 min )
    The Power of Grouping in Tableau
    In the era of data-driven decision-making, speed and clarity are everything. Analysts and business leaders need quick, precise answers from vast datasets without getting lost in the details. Tableau — one of the world’s leading data visualization tools — excels in bringing complex data to life through dynamic dashboards. But what truly amplifies its analytical power is the ability to create groups efficiently. Grouping in Tableau allows users to combine related data points into higher-level categories, enabling clearer storytelling and better analysis. Whether you are grouping similar product categories, customer segments, regions, or departments, it helps simplify data exploration while preserving essential detail. Creating groups efficiently in Tableau is not merely a technical task — it…  ( 12 min )
    Hashicorp Vault CLI Part 1: Initialization, Authentication & Plugin Management
    The Hashicorp Vault secrets management tool comes as an executable binary supporting all major operating systems. The binary itself is a multi-purpose tool, providing several commands to start and configure single vault instances or a cluster of multiple servers, define authentication mechanisms and policies, and configure and work with secret engines. This and the following blog posts provide a complete coverage of all CLI commands. In this first part, three aspects are explored: commands that perform a startup of Vaults’ system processes, authentication with a Vault instance, and high-level plugin management. The technical context of this article is hashicorp_vault_v.1.20, published 2025-06-25. All provided information and command examples should be valid with newer versions too, baring …  ( 11 min )
    Why I Replaced My Dev Stack With One AI Workspace
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    Pandas Task:
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    Route 53
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    From $50K Reports to AI Automation: Securing Multi-Agent ESG Compliance with Auth0
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    5 Things I Learned in My First Week of TypeScript
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    Teaching OWASP Top 10 Through Frankenstein: When Creation Without Control Becomes Security Failure
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    🧠 AI Breakthroughs Reshaping 2025: What’s New This Week in Artificial Intelligence
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    Effortless Vue.js Deployment with Firebase Hosting and GitHub Actions (No firebase-tools)
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    Revolutionizing Education with AI: Cal State Calls on Tech Giants to Reimagin...
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    Goodbye Guesswork: Code Generation That Knows What It Doesn't Know
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    GitHub Home .env: A Grown-Up's Guide to Application Configuration 🧐 Let me tell you a ghost story. 👻 A few years ago, a new guy on our team made a mistake with a configuration item during an emergency online hotfix. He was supposed to point the database address to the read-only replica of the production environment, but he forgot to update that tiny .env file on the production server. The result? The live service connected to his local development database. 😬 The next hour was a disaster for our entire department. User data was contaminated by test scripts, order data was messed up, and the CEO's call went straight to my cell phone. We spent an entire weekend cleaning up data and appeasing users. And the root cause of all this was a single, tiny text file that someone forgot to modify…  ( 10 min )
    06. Styling React Native Components
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    You-Might-Not-Need-WebSockets-The-Simple-Power-of-Server-Sent-Events
    GitHub Home In our toolbox, there are always a few "star" tools. 🛠️ In the realm of real-time web communication, WebSocket is undoubtedly the brightest star. It's powerful, supports bidirectional communication, and has become the "default answer" for almost all real-time needs. So, when a product manager comes to you and says, "Hey, we need a dashboard that updates in real-time!" the first thing that pops into many programmers' minds is: "Okay, let's use WebSockets!" But, wait a minute. ✋ As an old-timer who has been navigating this world for decades, I want to ask: do we always need a "Swiss Army knife" to peel an apple? 🍎 I've seen too many scenarios where a simple feature that only requires unidirectional data push from the server to the client—like site notifications, stock price upd…  ( 9 min )
    The Most Dangerous Problem With Using AI for Coding
    I originally posted this post on my blog. There's good laziness and bad laziness. One day, the VP of a company I was contracting with called me "lazy." That was a compliment. You know the lazy that finds an easy way to solve a problem. The good lazy way. The "I don't want to think" kind of lazy. And I don't want that type. I've been experimenting with AI for my coding. When I sit down to code, I open Copilot on a browser to see what I can offload. Recently, I've been migrating a legacy Visual Basic app and I've used Copilot to code faster by helping me with boring tasks. The other day, I was stuck on a stupid problem: find a value in a dictionary from a list of possible keys. Maybe I needed some rest...or coffee, but I couldn't think of a LINQ query for that. I was so tempted to wake up the genie in the bottle for that. It felt like the easy way out. It's so tempting to go directly to the AI and outsource our thinking, even for simple tasks. It's fast and too convenient. Just a paragraph or two, wait for one or two seconds, and Boom! An answer. Just the other day, I found a coder desperate because he couldn't code without AI anymore. If we're not careful enough, any one of us could become that coder. (From my quick experiment, it seems I was going in the same direction.) And that's the real problem. AI is faster at generating code than we are. No doubt! But being a good coder isn't about typing fast. It's about teamwork, clear communication, and other skills that don't show up in autocomplete. I've packed those lessons into my book: Street-Smart Coding: 30 Ways to Get Better at Coding. It's the roadmap I wish I had when I was starting out. Get your copy of Street-Smart Coding here  ( 7 min )
    Stop Managing. Start Orchestrating: Agentic AI and the Rise of Self-Driving ITSM
    The Problem with "Managed" IT The work isn't failing because teams stopped working — it's failing because work stops moving. Despite all the dashboards and automations, IT still runs on a "react and resolve" model. When something breaks, you fix it. When something escalates, you reroute it. When a workflow slows, you optimize it manually. But this approach doesn't scale. It adds friction, fatigue, and dependency on human oversight. The truth is, automation isn't the finish line anymore. It's the starting point. What enterprises need now is autonomy — systems that sense, decide, and act intelligently without waiting for approval loops. This is exactly what Agentic AI delivers. From Automation to Autonomy Automation runs rules. In ITSM, that means your platform no longer just records inciden…  ( 10 min )
    Slot
    Check out this Pen I made!  ( 5 min )
    When Cron Jobs Fail in Cloud: How I Solved It in Azure App Service
    As engineers, we’re used to relying on cron jobs. But when you move to container-based or managed platforms like Azure App Service, that assumption breaks. I had a production app hosted on Azure App Service that performs periodic data scraping and stores results in a database. delete old records every 24 hours. Locally, everything worked perfectly. No errors. No logs. Nothing. After some debugging and reading through Microsoft docs, I realized what was happening under the hood. Azure App Service is not a full-time virtual machine. web requests, not background processes. When your app: doesn’t receive traffic for a while, or gets restarted for maintenance/scaling, the process sleeps or restarts, killing any background loops or cron-like code inside the container. So my cleanup logic, which …  ( 7 min )
    🧾 Building “Listo” — My Grocery List App (Work in Progress)
    🌱 How It Started A few days ago, I built my first project during my React course — a simple packing list app called Far Away. While it was a good learning experience, I wanted to create something more useful in daily life — something people could actually use every week. Listo started. 🛒 Listo is a grocery list app that helps users organize shopping items with quantities and units. It’s a simple concept — but I’m focusing on making it clean, fast, and easy to use. ⚛️ React.js — for the UI and interactivity 💻 JavaScript (ES6) — for all logic 🎨 CSS (modern design) — I’m experimenting with layout, colors, and clean typography 🧩 State Management — using React useState() 🚧 Current Progress ✅ Item input field working Add localStorage to save the list between sessions Add dark mode Deploy the app online Maybe add categories (like fruits, vegetables, dairy, etc.) I’m not just recreating a course project — I’m transforming it into something original. how to turn ideas into real products. “Every small project is a chance to learn something big.” 🌱 I’ll share updates here as I keep building Listo — my modern grocery list app. If you’ve built something similar or have feature ideas, I’d love to hear from you!  ( 7 min )
    Listing methods for HarmonyOS Apps
    Read the original article:Listing methods for HarmonyOS Apps Context Listing methods for HarmonyOS apps Developers need to decide how to distribute and list their HarmonyOS applications, whether for testing, private use, or official public release. HarmonyOS offers multiple distribution channels depending on the app’s purpose and audience. Description HarmonyOS supports different distribution methods to suit various scenarios: Official Listing & Distribution Methods: Available on the App Store: Public release, searchable, and discoverable by users. Not for Public Release: App is uploaded but hidden from public search. In-house Application Distribution: For special business scenarios; apps are distributed internally and not available publicly. Test Distribution Methods: Internal Testing: Limited to internal teams for functional and stability testing. Invite to Test: Specific users are invited to try the app. Public Beta: Broader testing with external users to gather feedback before official release. Solution / Approach How to choose the distribution method: Testing: Pick Internal Testing, Invite to Test, or Public Beta based on how widely you want to test your app. Official Release: Prefer releasing on the App Store for broad visibility. Choose Not for Public Release if you want the app hidden but still distributed. For special business scenarios, apply for In-house Application Distribution (subject to approval). In-house Application Distribution – Release Process If you decide on In-house distribution:Apply for the in-house distribution qualification with Huawei. Your app will be reviewed for eligibility. Once approved, you can distribute the app internally to designated devices or users without public listing. Key Takeaways HarmonyOS supports multiple release modes: public, private, and in-house. Choose test distribution based on the desired test scope. In-house distribution is for special scenarios and requires approval. Written by Fatih Turan Gundogdu  ( 6 min )
    Entropy Regularizing Activation: Boosting Continuous Control, Large LanguageModels, and Image Classification with Activation as
    How a Simple Activation Trick Supercharges AI and Robots Ever wondered why a tiny tweak can make a giant AI think faster? Scientists have discovered a clever method called Entropy Regularizing Activation (ERA) that nudges AI models to stay “curious” enough without getting lost. With this trick, a language model that solves math problems jumped 37% higher on a tough benchmark, a robot learning to walk became 30% more graceful, and a photo‑recognition system saw its accuracy edge up by almost 1%. The magic shows that sometimes, the right constraint can unleash big gains. Read article comprehensive review in Paperium.net: Entropy Regularizing Activation: Boosting Continuous Control, Large LanguageModels, and Image Classification with Activation as Entropy Constraints 🤖 This analysis and review was primarily generated and structured by an AI . The content is provided for informational and quick-review purposes.  ( 8 min )
    No Laying Up Podcast: The Booth Vol.23 | Trap Draw, Ep 365
    The Booth Vol.23 | Trap Draw, Ep 365 Cody and Neil kick things off by owning up to their latest goofs—then prod you to confess your own. They chat about Neil’s big move to the suburbs (and the fierce hardware‐store loyalties that come with it), share what shows and movies are keeping them glued to the screen, and dig into the chaos of content feedback on social media. Plus, get the scoop on Neil’s upcoming panel at Columbia and more behind-the-scenes banter. They also rally support for the Evans Scholars Foundation and give shout-outs to sponsors ServPro, Rhoback, and Stone Creek Coffee. Don’t forget to subscribe to their newsletter and podcast channel, or join The Nest community for low-ad golf talk, exclusive perks, and that annual member gift. Watch on YouTube  ( 6 min )
    Jeff Su: The Productivity System I Taught to 6,642 Googlers
    The CORE Workflow in a Nutshell Jeff Su distilled nine years of teaching into a simple, four-step system he rolled out to 6,642 Googlers: Capture everything the moment it hits you, Organize it with minimal fuss, Review on a set schedule, and Engage by time-blocking focused work sessions. It plugs into any tool you already use and promises to become second nature in just two weeks—no more mental juggling or willpower gymnastics. Want to geek out further? Jeff’s got blog posts, newsletter prompts, Notion templates, and even a full Workspace Academy course to help you build a productivity powerhouse. Watch on YouTube  ( 6 min )
    Affiliate Marketing Bio for Instagram: Craft the Perfect First Impression
    An optimized affiliate marketing bio for Instagram is more than a few catchy lines; it’s your digital handshake. For graduates, freshers, and professionals seeking change, Instagram offers a powerful platform to promote affiliate deals, build a personal brand, and earn while you sleep. With the right bio, your profile becomes a conversion engine, turning casual scrollers into loyal followers and buyers. Why Your Instagram Bio Matters in Affiliate Marketing Instagram bios are limited to 150 characters, yet they carry immense weight. According to Taplink, a well-crafted bio can significantly increase click-through rates and engagement. It’s the first thing visitors notice, and it sets the tone for your content, credibility, and value proposition. For affiliate marketers, the bio must commu…  ( 8 min )
    CinemaSins: Everything Wrong With Every Saw Movie EVER (That We've Sinned So Far)
    Watch on YouTube  ( 6 min )
    CinemaSins: Everything Wrong With Frankenweenie In 14 Minutes Or Less
    Everything Wrong With Frankenweenie In 14 Minutes Or Less has CinemaSins swinging back at Tim Burton’s re-release with rapid-fire “sins” that tally every eccentric choice—while still giving props to the movie’s spooky charm. Hungry for more? Head to cinemasins.com or binge their YouTube network (@TVSins, @commercialsins, @cinemasinspodcastnetwork), then cast your vote in their sinful poll. Feeling generous? Support the team on patreon.com/cinemasins or join the conversation on Discord, Reddit, Instagram, TikTok and beyond. Watch on YouTube  ( 6 min )
    Debugging a Production KYC System — A Multi-Layer Problem Solving Guide I Wrote After 3 Days of Infrastructure Hell
    Introduction Building a KYC (Know Your Customer) authentication system seemed straightforward—until production hit. What started as a simple bug fix turned into a three-day journey through database schemas, system libraries, network configurations, and infrastructure overhaul. This is the practical guide I wish I had before diving into the multi-layer debugging nightmare. Our tests were failing, but not for the reasons you'd expect. The issues were stacked like a house of cards: Problem Symptom Root Cause Database errors Table 'face_similarities' doesn't exist Migration script never ran Computer vision crashes libGL.so.1: cannot open shared object file Missing system dependencies GPU processing failure ONNX Runtime initialization failed Incorrect environment variables # Dat…  ( 10 min )
    CinemaSins: Everything Wrong With Final Destination: Bloodlines in 24 Minutes or Less
    TL;DR CinemaSins takes a hilariously ruthless 24-minute swing at Final Destination: Bloodlines, pointing out every ridiculous near-death gag and plot quirk that makes the franchise gloriously absurd. It’s all nonsense, but damn if it isn’t entertaining nonsense. Along the way they drop a BetterHelp sponsor plug (therapy, anyone?), shout out their main site, YouTube channels, Discord/Reddit communities, a sinful viewer poll, and their Patreon. Shout-outs to writers Jeremy, Chris, Aaron, Jonathan, Deneé, Ian and Daniel, plus all their social links so you can keep the sins coming. Watch on YouTube  ( 6 min )
    Your-Projects-a-Mess-Its-Not-You-Its-Your-Frameworks-Fault
    GitHub Home Every programmer has had that moment. You join a new project, or you open up a project you wrote yourself six months ago, and then you feel it—that familiar, suffocating chaos. 🌪️ The utils folder is stuffed with hundreds of disorganized functions, a massive services.js file mixes database queries, business logic, and third-party API calls, and route definitions are scattered throughout the codebase. You want to add a small feature, but you don't know where to put the code. You want to fix a bug, but you have to trace a variable's journey through a tangled mess of "spaghetti code." 🍝 We call this phenomenon "software entropy," or more colloquially, "project rot." How does that clean, elegant, and hopeful little project at the beginning turn, step by step, into a "big ball of …  ( 10 min )
    🚀 Introducing @mcabreradev/filter: SQL-like Array Filtering for TypeScript
    TL;DR: A powerful, zero-dependency filtering library that brings MongoDB-style operators, SQL wildcards, and intelligent autocomplete to TypeScript arrays. Think of it as Array.filter() on steroids! 💪 We've all been there - writing complex array filtering logic that becomes a nested mess of conditions: const results = products.filter(p => p.price >= 100 && p.price = 4.5 && p.name.toLowerCase().includes('laptop') ); This works, but it's: ❌ Hard to read and maintain ❌ Prone to errors ❌ Not reusable ❌ Difficult to compose dynamically Enter @mcabreradev/filter - a library that lets you write expressive, declarative filters: import { filter } from '@mcabreradev/filter'; const res…  ( 10 min )
    2125. Number of Laser Beams in a Bank
    2125. Number of Laser Beams in a Bank Difficulty: Medium Topics: Array, Math, String, Matrix, Weekly Contest 274 Anti-theft security devices are activated inside a bank. You are given a 0-indexed binary string array bank representing the floor plan of the bank, which is an m x n 2D matrix. bank[i] represents the iᵗʰ row, consisting of '0's and '1's. '0' means the cell is empty, while '1' means the cell has a security device. There is one laser beam between any two security devices if both conditions are met: The two devices are located on two different rows: r₁ and r₂, where r₁ < r₂. For each row i where r₁ < i < r₂, there are no security devices in the iᵗʰ row. Laser beams are independent, i.e., one beam does not interfere nor join with another. Return the total number of laser beams in t…  ( 37 min )
    Cracking the Vault: A Nostalgic Hack at Zero Nights 2017 🚪💻
    Picture this: Moscow, November 2017. The air is crisp, the coffee is strong, and the room buzzes with the energy of hundreds of security enthusiasts wearing everything from corporate polos to hacker hoodies. This was Zero Nights - not just another security conference, but something closer to a family reunion for the Russian infosec community. Back in my university days (circa 2009-2010), I had cut my teeth on CTF competitions with my team Cr@zY Geek$ . Those late nights solving challenges created bonds that lasted years. Now, as a established security specialist and journalist for "Hacker" magazine, I was returning to this playground with both my notebook and my curiosity ready for action. Little did I know I'd soon be part of a team that would crack an analog safe using nothing but wits …  ( 12 min )
    Flutter Migration Guide: Preparing Your Android App for Google Play’s 16 KB Page-Size Requirement
    🚨 DEADLINE ALERT! 🚨 November 1, 2025 is just around the corner! As you may have seen it on the cover photo above which is about the latest Google Play’s 16 KB page size requirement that is affecting the app. Whereby starting November 1, 2025, all the new app submission must support the new 16 KB page size requirement and must support the target SDK 35 / API 35 or also known as Android 15 and above (this is extended deadline). Hence, this raised a question on what should a Flutter developer needs to do to ensure the future release is supporting 16 KB page size, and also how we can verify the app is actually supporting 16 KB page size after performing the upgrade (including the package dependencies upgrade) ? To shed some lights, I recently managed to upgrade one of my own personal Flut…  ( 8 min )
    Security-is-Not-a-Feature-Its-a-Foundation
    GitHub Home About ten years into my career, I experienced a security incident that still gives me chills. We were developing an online trading system for a financial client. A young programmer on the team, trying to take a shortcut while writing an endpoint to query order history, directly concatenated SQL strings. Yes, you read that right—the most classic, textbook SQL injection vulnerability. 😈 A hacker exploited this vulnerability, bypassed authentication, and walked away with the entire user table. By the time we discovered it, it was too late. For the next few months, our entire team lived in a nightmare: cooperating with investigations, appeasing the client, fixing the vulnerability, and auditing all other company projects for similar risks. The company's reputation and business wer…  ( 10 min )
    I Spent 2 Days Migrating to TypeScript So I Could Write JavaScript Anyway
    Congratulations! You've adopted TypeScript. Now you're writing JavaScript with commitment issues. Let me paint you a picture: your team had The Meeting. Someone said " type safety " while gesturing vaguely at a stack trace. Someone else mentioned " developer experience " after their third coffee. Everyone nodded like they understood what that meant. You migrated your codebase, spent two days fixing config files, added typescript to your dependencies, and updated your LinkedIn. Then you wrote this masterpiece: const data: any = await fetchUserData(); Chef's kiss. Beautiful. You've taken a language designed to catch bugs at compile time and told it "nah, surprise me at runtime." It's like buying a seatbelt and wearing it as a scarf. TypeScript's whole thing is preventing undefined is n…  ( 14 min )
    Understanding a new feature from Repomix
    This time that I need to read the code from the website of Repomix and choose one of the features that I want to implement in my CLI tool. --token-count-tree [threshold]. It shows file tree with token counts with an optional threshold to display only files with greater and equals to N token (i.e., --token-count-tree 30). The first time that I just checked the code on GitHub, but I realized I could not easily to check and dependencies on GitHub, so I used git grep "buildTokenCountTree" to find the code blocks. 1. `cliRun.ts` to set up the optional features 2. `configSchema.ts` is for separate functions as different group and call it when needed. 3. `defaultAction.ts` to build CLI configurations and to assign to the command-line options if the user used. 4. defaultAction will call the file …  ( 7 min )
    JUEGO DE SEGREGACIÓN
    A post by Giancarlo Edu Mayhuire Zuñiga  ( 5 min )
    Your-Dev-Server-is-Lying-to-You-The-Critical-Difference-Between-Hot-Reload-and-Hot-Restart
    GitHub Home As developers, we all cherish that "flow state." When you're fully focused, code flows from your fingertips, and with every save, the service in the terminal automatically restarts. A quick browser refresh, and your new changes are instantly visible. This immediate feedback loop is one of the most delightful experiences in modern web development. ✨ It makes us feel like we have superpowers, able to create at the speed of thought. In the Node.js world, we have nodemon. In the Rust world, we have cargo-watch. We usually call these tools "Hot-Reload." They are invaluable treasures during the development phase, significantly boosting our productivity. 🏃💨 But, as an old-timer, I have to throw some cold water on you today. 🥶 I want to tell you a dangerous truth: your development s…  ( 9 min )
    Why LogLayer is the Logging Framework for Deno
    Deno developers face a logging dilemma. Console logging is simple but limited. Traditional Node.js libraries like Winston or Pino aren't built for Deno's environment. LogLayer solves this by providing a unified logging layer designed for Deno, offering flexibility to adapt your logging infrastructure as your application grows without changing your code. The framework provides a consistent, fluent API for specifying log messages, metadata, and errors, regardless of which underlying transport you're using. This means you can start with simple console logging during development, then seamlessly transition to more sophisticated logging solutions as your application grows, all without changing your logging code. Here's a quick example of LogLayer's expressive API in action: log.withContext({ us…  ( 8 min )
    AI Hallucinations in 2025: Causes, Impact, and Solutions for Trustworthy AI
    TL;DR AI hallucinations - plausible but false outputs from language models - remain a critical challenge in 2025. This article explores why hallucinations persist, their impact on reliability, and how organizations can mitigate them using robust evaluation, observability, and prompt management practices. Drawing on recent research and industry best practices, we highlight actionable strategies, technical insights, and essential resources for reducing hallucinations and ensuring reliable AI deployment. Large Language Models (LLMs) and AI agents have become foundational to modern enterprise applications, powering everything from automated customer support to advanced analytics. As organizations scale their use of AI, the reliability of these systems has moved from a technical concern to a …  ( 10 min )
  • Open

    Samsung Introduces Sleep Apnea Detection To Galaxy Watch Series In Malaysia
    Starting today, Malaysians can now utilise the Sleep Apnea feature on the Galaxy Watch series. The feature can be accessed through the Samsung Health Monitor App. The introduction of the feature in the country follows the receipt of the Medical device Registration Certificate from the Medical Device Authority (MDA). This certificate showcases that Samsung meets […] The post Samsung Introduces Sleep Apnea Detection To Galaxy Watch Series In Malaysia appeared first on Lowyat.NET.  ( 34 min )
    Akaso Keychain 2 Lightning Review: Pocket-Sized 4K GoPro Alternative
    The AKASO Keychain 2 is one of the latest contenders in the action camera market, offering the consumers what is essentially a “barebones” alternative. What Am I Looking At? So, the Keychain 2 presents itself with rectangular body, rather than a more uniformed square design that its rival, GoPro, uses. To go through the specifications […] The post Akaso Keychain 2 Lightning Review: Pocket-Sized 4K GoPro Alternative appeared first on Lowyat.NET.  ( 38 min )
    MG Announces Revised Pricing For MGS5 EV; Now Starts From RM107,900
    MG Motor Malaysia has announced revised pricing for all three variants of the MGS5 EV, effective immediately. The COM variant is now priced at RM107,900, the COM Long Range at RM117,900, and the LUX Long Range at RM127,900. This revised pricing reflects a price reduction of RM8,000 across all variants. According to the automaker, the […] The post MG Announces Revised Pricing For MGS5 EV; Now Starts From RM107,900 appeared first on Lowyat.NET.  ( 35 min )
    Porsche Updates Specifications Of The All-Electric Cayenne
    Porsche recently unveiled performance specifications of the electric version version of the Cayenne SUV, following the reveal of the model’s interior last month. The car was first showcased at the legendary Shelsley Walsh hill climb in England a few months back. The Cayenne EV is built on Porsche’s in-house developed Premium Platform Electric (PPE) architecture, […] The post Porsche Updates Specifications Of The All-Electric Cayenne appeared first on Lowyat.NET.  ( 34 min )
    HONOR X9d 5G Now Available Via Selected Telco Plans
    Back in September, HONOR officially unveiled its newest midrange smartphone on our shores, the X9d. Starting earlier this month, those interested in buying the device can purchase it through the brand’s physical and online stores, as well as authorised retailers. Now, the company has announced that the 512GB model is available through selected telcos. Starting […] The post HONOR X9d 5G Now Available Via Selected Telco Plans appeared first on Lowyat.NET.  ( 35 min )
    AMD Could Be Gearing Up To Launch A Ryzen 5 7500X3D CPU
    Rumour has it that AMD is preparing to launch a total of four new 3D V-Cache Ryzen processors. The most interesting point of this story is that a mid-range Ryzen 5 7500X3D is likely to be a possible SKU. The case of the 7500X3D comes by way of popular leakster momomo_us on X, although to […] The post AMD Could Be Gearing Up To Launch A Ryzen 5 7500X3D CPU appeared first on Lowyat.NET.  ( 34 min )
    You Can Now Generate Presentations With Google Gemini
    Google is expanding the capabilities of Canvas, the interactive workspace that is found within the Gemini chatbot app. Starting today, users can ask the AI to generate a slideshow presentation for them. Gemini’s Canvas can now generate presentation slides with just a prompt. However, users can also upload files like documents, spreadsheets, and research papers […] The post You Can Now Generate Presentations With Google Gemini appeared first on Lowyat.NET.  ( 33 min )
    Razer Announces Esports Green Collection; Includes Unreleased Raiju V3 Pro
    Not long after announcing the Phantom White collection of peripherals, Razer already has another collection lined up. This time it’s called Esports Green, but really it’s just the brand’s own iconic green. Or more specifically, the 802C green on the Pantone colour code. Just about all of them have a RM30 premium on top of […] The post Razer Announces Esports Green Collection; Includes Unreleased Raiju V3 Pro appeared first on Lowyat.NET.  ( 35 min )
    Strava Drops Garmin Lawsuit After Only 21 Days
    Earlier in the month, Strava filed a lawsuit against its longstanding partner Garmin over a patent infringement. After only 21 days, the company has unexpectedly withdrawn its lawsuit. To bring you up to speed, Strava is accusing Garmin of infringing on two patented features. The first of these features is the segments, which allow athletes […] The post Strava Drops Garmin Lawsuit After Only 21 Days appeared first on Lowyat.NET.  ( 34 min )
    JPJ Offering 50% Discount On Outstanding Summonses Until 30 December 2025
    The Road Transport Department (JPJ) is offering motorists a 50% discount to settle outstanding summonses over a two-month period from 1 November to 30 December 2025. The initiative aims to give vehicle owners a final opportunity to clear their dues before a new payment structure takes effect next year. JPJ director-general Datuk Aedy Fadly Ramli […] The post JPJ Offering 50% Discount On Outstanding Summonses Until 30 December 2025 appeared first on Lowyat.NET.  ( 34 min )
    Apple Might Start Introducing Ads To Apple Maps Next Year
    Apple Maps users may start seeing ads in the app in the future. According to a report by Bloomberg’s Mark Gurman, Apple plans to introduce ads to its mapping service as soon as next year. This change is part of the brand’s greater push for more advertising in iOS. Of course, this move did not […] The post Apple Might Start Introducing Ads To Apple Maps Next Year appeared first on Lowyat.NET.  ( 34 min )
    Proton Unveils New Saga MC3 At 47th ASEAN Summit
    Proton has officially unveiled the all-new Saga MC3 at the ongoing 47th ASEAN Summit, a reveal that quickly caught public attention through social media posts. From the shared images, the sedan appears wrapped in a batik-inspired camouflage, though its overall design details remain clearly visible. In terms of styling, the Saga MC3 features a completely […] The post Proton Unveils New Saga MC3 At 47th ASEAN Summit appeared first on Lowyat.NET.  ( 34 min )
    iPad Pro With M6 Chip May Feature Vapour Chamber Cooling
    Apple has launched the latest iPad Pro refresh with the M5 chip earlier in the month. Which seems to be as good a time as any for details of the next refresh to appear online. The newest claim is that, when the M6 version of the tablet rolls around, it will feature vapour chamber cooling. […] The post iPad Pro With M6 Chip May Feature Vapour Chamber Cooling appeared first on Lowyat.NET.  ( 34 min )
    TikTok Parent Company ByteDance Reportedly Developing Steam Rival
    Apparently, ByteDance is working on its own international game distribution platform. Dubbed GameTop, the TikTok owner’s upcoming offering is set to compete against existing marketplaces like Epic Games and Steam. Much like the latter, the new platform will focus on aspects like user-created content, social features, as well as tools for developers. According to Chinese […] The post TikTok Parent Company ByteDance Reportedly Developing Steam Rival appeared first on Lowyat.NET.  ( 34 min )
    TNB Signs MOU With China’s SGCC To Advance Malaysia’s Power Grid Modernisation
    Tenaga Nasional Bhd (TNB) has signed a memorandum of understanding (MOU) yesterday with the State Grid Corporation of China (SGCC), represented by its wholly owned subsidiary China Electric Power Equipment and Technology Co Ltd (CET). In a statement, the company said the collaboration will enhance Malaysia’s grid technology and contribute to the broader ASEAN goal […] The post TNB Signs MOU With China’s SGCC To Advance Malaysia’s Power Grid Modernisation appeared first on Lowyat.NET.  ( 34 min )
  • Open

    ClearBank to Join Circle Payments Network, Expanding Access to MiCA-Compliant Stablecoins
    ClearBank’s partnership with Circle aims to bring faster, lower-cost cross-border payments to Europe using USDC and EURC.  ( 30 min )
    Fed Interest Rate Decision and a Potential Merger: Crypto Week Ahead
    Your look at what's coming in the week starting Oct. 27.  ( 33 min )
    Indian Judge Halts WazirX’s XRP Reallocation Plan Linked to 2024 Hack
    The Madras High Court granted interim protection to a WazirX user, blocking the exchange from redistributing her XRP as part of its Singapore-led restructuring.  ( 29 min )
    Mt. Gox Delays Creditor Repayment to October 2026
    Mt. Gox has extended the creditor repayment deadline by a year.  ( 27 min )
    Alibaba Affiliate Ant Group Files ‘AntCoin’ Trademark in Hong Kong, Hinting at Crypto Ambitions
    While the filing doesn’t confirm a token launch, it shows Ant Group laying legal groundwork to merge its Alipay ecosystem with regulated Web3 and stablecoin infrastructure.  ( 28 min )
    Restoring Privacy to ZEC on Solana via Encifher
    ZEC's price has surged by 380% this month.  ( 30 min )
    Japan's New Yen Stablecoin is Asia’s Only Truly Global Fiat-Pegged Token
    With the yen freely convertible and backed by Japan’s deep government bond market, JPYC’s launch stands apart from the region’s onshore-only experiments in Korea, Taiwan, and beyond.  ( 31 min )
    Dogecoin Breaks Multi-Month Range as $0.21 Resistance Flips to Support
    DOGE outperforms broader crypto markets as volume climbs nearly 10% above weekly averages, signaling early accumulation within breakout structure.  ( 31 min )
    XRP’s Clean Technical Break Repositions Bulls for $2.80 Push
    XRP surged 3% to $2.68 during Sunday’s session, breaking above the critical resistance level at $2.63 on a dramatic volume spike — one of the largest of the month.  ( 29 min )
    Bitcoin Surpasses 50-Day Average, but CoinDesk BTC Trend Indicator Remains Bearish
    BTC looks north as Fed rate cut looms. But one key resistance is yet to be cleared.  ( 28 min )
    Bitcoin Set for Massive Surge as Bank Reserves Near 'Danger Zone,' Says Adam Livingston
    The Kobeissi Letter reported bank cash at the Federal Reserve fell to about $2.93 trillion; Adam Livingston says that level signals a shift that would favor bitcoin.  ( 32 min )
2025-11-10T14:19:00.000Z osmosfeed 1.15.1